From 8b5c71229d28a76c3f9c0d7a35cd37ce1c24981c Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?The=20Vinh=20LUONG=20=28L=C6=AF=C6=A0NG=20Th=E1=BA=BF=20Vi?=
 =?UTF-8?q?nh=29?= <TheVinhLuong@gmail.com>
Date: Mon, 27 May 2024 06:37:02 +0000
Subject: [PATCH] update GitHub Pages documentation site

---
 genindex.html                                 | 103 ++++-----
 modules.html                                  | 143 +++++++-----
 openssa.html                                  | 180 ++++++++++-----
 openssa.l2.html                               | 184 +++++++++++-----
 openssa.l2.planning.abstract.html             |   6 +-
 openssa.l2.planning.abstract.plan.html        |  28 ++-
 openssa.l2.planning.abstract.planner.html     |  19 +-
 openssa.l2.planning.hierarchical.html         |   6 +-
 openssa.l2.planning.hierarchical.plan.html    |  21 +-
 openssa.l2.planning.hierarchical.planner.html |  15 +-
 openssa.l2.planning.html                      |  18 +-
 openssa.l2.planning.map_reduce.html           |   6 +-
 openssa.l2.planning.map_reduce.plan.html      |  10 +-
 openssa.l2.planning.map_reduce.planner.html   |   8 +-
 openssa.l2.reasoning.abstract.html            |  16 +-
 openssa.l2.reasoning.base.html                |  14 +-
 openssa.l2.reasoning.html                     |  14 +-
 openssa.l2.reasoning.ooda.html                |  67 ++----
 openssa.l2.resource.abstract.html             |  14 +-
 openssa.l2.resource.db.html                   |   8 +-
 openssa.l2.resource.file.html                 |  18 +-
 openssa.l2.resource.html                      |  18 +-
 openssa.l2.resource.rss.html                  |   8 +-
 openssa.l2.resource.sensor.html               |   8 +-
 openssa.l2.resource.web.html                  |   8 +-
 openssa.l2.task.abstract.html                 | 208 ------------------
 openssa.l2.task.html                          |  48 ++--
 openssa.l2.task.task.html                     | 107 ++++++++-
 openssa.l2.util.html                          |  23 +-
 openssa.l2.util.lm.abstract.html              |   9 +-
 ...fig.html => openssa.l2.util.lm.config.html |  50 +++--
 openssa.l2.util.lm.html                       |  23 +-
 openssa.l2.util.lm.llama.html                 |   9 +-
 openssa.l2.util.lm.openai.html                |  19 +-
 py-modindex.html                              |  15 +-
 35 files changed, 796 insertions(+), 655 deletions(-)
 delete mode 100644 openssa.l2.task.abstract.html
 rename openssa.l2.config.html => openssa.l2.util.lm.config.html (70%)

diff --git a/genindex.html b/genindex.html
index 889217c00..609aa07d5 100644
--- a/genindex.html
+++ b/genindex.html
@@ -130,12 +130,8 @@ <h2 id="A">A</h2>
       <li><a href="openssa.l2.reasoning.abstract.html#openssa.l2.reasoning.abstract.AbstractReasoner">AbstractReasoner (class in openssa.l2.reasoning.abstract)</a>
 </li>
       <li><a href="openssa.l2.resource.abstract.html#openssa.l2.resource.abstract.AbstractResource">AbstractResource (class in openssa.l2.resource.abstract)</a>
-</li>
-      <li><a href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask">AbstractTask (class in openssa.l2.task.abstract)</a>
 </li>
       <li><a href="openssa.l2.tool.abstract.html#openssa.l2.tool.abstract.AbstractTool">AbstractTool (class in openssa.l2.tool.abstract)</a>
-</li>
-      <li><a href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner.act">act() (openssa.l2.reasoning.ooda.OodaReasoner method)</a>
 </li>
       <li><a href="openssa.l2.agent.agent.html#openssa.l2.agent.agent.Agent.add_knowledge">add_knowledge() (openssa.l2.agent.agent.Agent method)</a>
 </li>
@@ -144,8 +140,6 @@ <h2 id="A">A</h2>
       <li><a href="openssa.l2.agent.agent.html#openssa.l2.agent.agent.Agent.add_resources">add_resources() (openssa.l2.agent.agent.Agent method)</a>
 </li>
       <li><a href="openssa.l2.agent.agent.html#openssa.l2.agent.agent.Agent">Agent (class in openssa.l2.agent.agent)</a>
-</li>
-      <li><a href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OrientResult.answer">answer (openssa.l2.reasoning.ooda.OrientResult attribute)</a>
 </li>
       <li><a href="openssa.l2.resource.abstract.html#openssa.l2.resource.abstract.AbstractResource.answer">answer() (openssa.l2.resource.abstract.AbstractResource method)</a>
 
@@ -157,10 +151,10 @@ <h2 id="A">A</h2>
 </li>
       <li><a href="openssa.l2.util.lm.abstract.html#openssa.l2.util.lm.abstract.AbstractLM.api_key">api_key (openssa.l2.util.lm.abstract.AbstractLM attribute)</a>
 </li>
-      <li><a href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.ask">ask (openssa.l2.task.abstract.AbstractTask attribute)</a>
+      <li><a href="openssa.l2.task.task.html#openssa.l2.task.task.Task.ask">ask (openssa.l2.task.task.Task attribute)</a>
 
       <ul>
-        <li><a href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.ask">(openssa.l2.task.abstract.TaskDict attribute)</a>
+        <li><a href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.ask">(openssa.l2.task.task.TaskDict attribute)</a>
 </li>
       </ul></li>
       <li><a href="openssa.l2.task.nature.html#openssa.l2.task.nature.TaskNature.ASSESS">ASSESS (openssa.l2.task.nature.TaskNature attribute)</a>
@@ -202,10 +196,6 @@ <h2 id="C">C</h2>
 </li>
       </ul></li>
       <li><a href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan.concretize_tasks_from_template">concretize_tasks_from_template() (openssa.l2.planning.abstract.plan.AbstractPlan method)</a>
-</li>
-      <li><a href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OrientResult.confident">confident (openssa.l2.reasoning.ooda.OrientResult attribute)</a>
-</li>
-      <li><a href="openssa.l2.config.html#openssa.l2.config.Config">Config (class in openssa.l2.config)</a>
 </li>
   </ul></td>
 </tr></table>
@@ -215,26 +205,30 @@ <h2 id="D">D</h2>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="openssa.l2.resource.db.html#openssa.l2.resource.db.DbResource">DbResource (class in openssa.l2.resource.db)</a>
 </li>
-      <li><a href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner.decide">decide() (openssa.l2.reasoning.ooda.OodaReasoner method)</a>
-</li>
-      <li><a href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.decompose">decompose() (openssa.l2.task.abstract.AbstractTask method)</a>
+      <li><a href="openssa.l2.task.task.html#openssa.l2.task.task.Task.decompose">decompose() (openssa.l2.task.task.Task method)</a>
 </li>
       <li><a href="openssa.l2.task.status.html#openssa.l2.task.status.TaskStatus.DECOMPOSED">DECOMPOSED (openssa.l2.task.status.TaskStatus attribute)</a>
 </li>
-      <li><a href="openssa.l2.config.html#openssa.l2.config.Config.DEFAULT_LLAMA_MODEL">DEFAULT_LLAMA_MODEL (openssa.l2.config.Config attribute)</a>
+      <li><a href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.default_llama_index_openai_embed_model">default_llama_index_openai_embed_model() (in module openssa.l2.util.lm.openai)</a>
+</li>
+      <li><a href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.default_llama_index_openai_lm">default_llama_index_openai_lm() (in module openssa.l2.util.lm.openai)</a>
+</li>
+      <li><a href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.DEFAULT_LLAMA_MODEL">DEFAULT_LLAMA_MODEL (openssa.l2.util.lm.config.LMConfig attribute)</a>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="openssa.l2.config.html#openssa.l2.config.Config.DEFAULT_OPENAI_MODEL">DEFAULT_OPENAI_MODEL (openssa.l2.config.Config attribute)</a>
+      <li><a href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.DEFAULT_OPENAI_MODEL">DEFAULT_OPENAI_MODEL (openssa.l2.util.lm.config.LMConfig attribute)</a>
 </li>
-      <li><a href="openssa.l2.config.html#openssa.l2.config.Config.DEFAULT_TEMPERATURE">DEFAULT_TEMPERATURE (openssa.l2.config.Config attribute)</a>
+      <li><a href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.DEFAULT_SEED">DEFAULT_SEED (openssa.l2.util.lm.config.LMConfig attribute)</a>
+</li>
+      <li><a href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.DEFAULT_TEMPERATURE">DEFAULT_TEMPERATURE (openssa.l2.util.lm.config.LMConfig attribute)</a>
 </li>
       <li><a href="openssa.l2.task.status.html#openssa.l2.task.status.TaskStatus.DONE">DONE (openssa.l2.task.status.TaskStatus attribute)</a>
 </li>
-      <li><a href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.dynamic_decomposer">dynamic_decomposer (openssa.l2.task.abstract.AbstractTask attribute)</a>
+      <li><a href="openssa.l2.task.task.html#openssa.l2.task.task.Task.dynamic_decomposer">dynamic_decomposer (openssa.l2.task.task.Task attribute)</a>
 
       <ul>
-        <li><a href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.dynamic_decomposer">(openssa.l2.task.abstract.TaskDict attribute)</a>
+        <li><a href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.dynamic_decomposer">(openssa.l2.task.task.TaskDict attribute)</a>
 </li>
       </ul></li>
   </ul></td>
@@ -280,12 +274,12 @@ <h2 id="F">F</h2>
       <li><a href="openssa.l2.planning.hierarchical.plan.html#openssa.l2.planning.hierarchical.plan.HTP.from_dict">from_dict() (openssa.l2.planning.hierarchical.plan.HTP class method)</a>
 
       <ul>
-        <li><a href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.from_dict">(openssa.l2.task.abstract.AbstractTask class method)</a>
+        <li><a href="openssa.l2.task.task.html#openssa.l2.task.task.Task.from_dict">(openssa.l2.task.task.Task class method)</a>
 </li>
       </ul></li>
-      <li><a href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.from_dict_or_str">from_dict_or_str() (openssa.l2.task.abstract.AbstractTask class method)</a>
+      <li><a href="openssa.l2.task.task.html#openssa.l2.task.task.Task.from_dict_or_str">from_dict_or_str() (openssa.l2.task.task.Task class method)</a>
 </li>
-      <li><a href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.from_str">from_str() (openssa.l2.task.abstract.AbstractTask class method)</a>
+      <li><a href="openssa.l2.task.task.html#openssa.l2.task.task.Task.from_str">from_str() (openssa.l2.task.task.Task class method)</a>
 </li>
       <li><a href="openssa.l2.resource.file.html#openssa.l2.resource.file.FileResource.fs">fs (openssa.l2.resource.file.FileResource property)</a>
 </li>
@@ -339,9 +333,9 @@ <h2 id="K">K</h2>
 <h2 id="L">L</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="openssa.l2.config.html#openssa.l2.config.Config.LLAMA_API_KEY">LLAMA_API_KEY (openssa.l2.config.Config attribute)</a>
+      <li><a href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.LLAMA_API_KEY">LLAMA_API_KEY (openssa.l2.util.lm.config.LMConfig attribute)</a>
 </li>
-      <li><a href="openssa.l2.config.html#openssa.l2.config.Config.LLAMA_API_URL">LLAMA_API_URL (openssa.l2.config.Config attribute)</a>
+      <li><a href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.LLAMA_API_URL">LLAMA_API_URL (openssa.l2.util.lm.config.LMConfig attribute)</a>
 </li>
       <li><a href="openssa.l2.util.lm.llama.html#openssa.l2.util.lm.llama.LlamaLM">LlamaLM (class in openssa.l2.util.lm.llama)</a>
 </li>
@@ -355,6 +349,8 @@ <h2 id="L">L</h2>
         <li><a href="openssa.l2.resource.file.html#openssa.l2.resource.file.FileResource.lm">(openssa.l2.resource.file.FileResource attribute)</a>
 </li>
       </ul></li>
+      <li><a href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig">LMConfig (class in openssa.l2.util.lm.config)</a>
+</li>
   </ul></td>
 </tr></table>
 
@@ -378,8 +374,6 @@ <h2 id="M">M</h2>
         <li><a href="openssa.l2.agent.html#module-openssa.l2.agent">openssa.l2.agent</a>
 </li>
         <li><a href="openssa.l2.agent.agent.html#module-openssa.l2.agent.agent">openssa.l2.agent.agent</a>
-</li>
-        <li><a href="openssa.l2.config.html#module-openssa.l2.config">openssa.l2.config</a>
 </li>
         <li><a href="openssa.l2.knowledge.html#module-openssa.l2.knowledge">openssa.l2.knowledge</a>
 </li>
@@ -440,8 +434,6 @@ <h2 id="M">M</h2>
         <li><a href="openssa.l2.resource.web.html#module-openssa.l2.resource.web">openssa.l2.resource.web</a>
 </li>
         <li><a href="openssa.l2.task.html#module-openssa.l2.task">openssa.l2.task</a>
-</li>
-        <li><a href="openssa.l2.task.abstract.html#module-openssa.l2.task.abstract">openssa.l2.task.abstract</a>
 </li>
         <li><a href="openssa.l2.task.nature.html#module-openssa.l2.task.nature">openssa.l2.task.nature</a>
 </li>
@@ -458,6 +450,8 @@ <h2 id="M">M</h2>
         <li><a href="openssa.l2.util.lm.html#module-openssa.l2.util.lm">openssa.l2.util.lm</a>
 </li>
         <li><a href="openssa.l2.util.lm.abstract.html#module-openssa.l2.util.lm.abstract">openssa.l2.util.lm.abstract</a>
+</li>
+        <li><a href="openssa.l2.util.lm.config.html#module-openssa.l2.util.lm.config">openssa.l2.util.lm.config</a>
 </li>
         <li><a href="openssa.l2.util.lm.llama.html#module-openssa.l2.util.lm.llama">openssa.l2.util.lm.llama</a>
 </li>
@@ -486,10 +480,10 @@ <h2 id="N">N</h2>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.nature">nature (openssa.l2.task.abstract.AbstractTask attribute)</a>
+      <li><a href="openssa.l2.task.task.html#openssa.l2.task.task.Task.nature">nature (openssa.l2.task.task.Task attribute)</a>
 
       <ul>
-        <li><a href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.nature">(openssa.l2.task.abstract.TaskDict attribute)</a>
+        <li><a href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.nature">(openssa.l2.task.task.TaskDict attribute)</a>
 </li>
       </ul></li>
       <li><a href="openssa.l2.task.status.html#openssa.l2.task.status.TaskStatus.NEEDING_DECOMPOSITION">NEEDING_DECOMPOSITION (openssa.l2.task.status.TaskStatus attribute)</a>
@@ -500,8 +494,6 @@ <h2 id="N">N</h2>
 <h2 id="O">O</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner.observe">observe() (openssa.l2.reasoning.ooda.OodaReasoner method)</a>
-</li>
       <li><a href="openssa.l2.resource.file.html#openssa.l2.resource.file.FileResource.on_gcs">on_gcs (openssa.l2.resource.file.FileResource property)</a>
 </li>
       <li><a href="openssa.l2.resource.file.html#openssa.l2.resource.file.FileResource.on_remote">on_remote (openssa.l2.resource.file.FileResource property)</a>
@@ -514,9 +506,9 @@ <h2 id="O">O</h2>
 </li>
       <li><a href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner">OodaReasoner (class in openssa.l2.reasoning.ooda)</a>
 </li>
-      <li><a href="openssa.l2.config.html#openssa.l2.config.Config.OPENAI_API_KEY">OPENAI_API_KEY (openssa.l2.config.Config attribute)</a>
+      <li><a href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.OPENAI_API_KEY">OPENAI_API_KEY (openssa.l2.util.lm.config.LMConfig attribute)</a>
 </li>
-      <li><a href="openssa.l2.config.html#openssa.l2.config.Config.OPENAI_API_URL">OPENAI_API_URL (openssa.l2.config.Config attribute)</a>
+      <li><a href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.OPENAI_API_URL">OPENAI_API_URL (openssa.l2.util.lm.config.LMConfig attribute)</a>
 </li>
       <li><a href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.OpenAILM">OpenAILM (class in openssa.l2.util.lm.openai)</a>
 </li>
@@ -546,13 +538,6 @@ <h2 id="O">O</h2>
 
       <ul>
         <li><a href="openssa.l2.agent.agent.html#module-openssa.l2.agent.agent">module</a>
-</li>
-      </ul></li>
-      <li>
-    openssa.l2.config
-
-      <ul>
-        <li><a href="openssa.l2.config.html#module-openssa.l2.config">module</a>
 </li>
       </ul></li>
       <li>
@@ -765,13 +750,6 @@ <h2 id="O">O</h2>
 
       <ul>
         <li><a href="openssa.l2.task.html#module-openssa.l2.task">module</a>
-</li>
-      </ul></li>
-      <li>
-    openssa.l2.task.abstract
-
-      <ul>
-        <li><a href="openssa.l2.task.abstract.html#module-openssa.l2.task.abstract">module</a>
 </li>
       </ul></li>
       <li>
@@ -828,6 +806,13 @@ <h2 id="O">O</h2>
 
       <ul>
         <li><a href="openssa.l2.util.lm.abstract.html#module-openssa.l2.util.lm.abstract">module</a>
+</li>
+      </ul></li>
+      <li>
+    openssa.l2.util.lm.config
+
+      <ul>
+        <li><a href="openssa.l2.util.lm.config.html#module-openssa.l2.util.lm.config">module</a>
 </li>
       </ul></li>
       <li>
@@ -851,10 +836,6 @@ <h2 id="O">O</h2>
         <li><a href="openssa.l2.util.misc.html#module-openssa.l2.util.misc">module</a>
 </li>
       </ul></li>
-      <li><a href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner.orient">orient() (openssa.l2.reasoning.ooda.OodaReasoner method)</a>
-</li>
-      <li><a href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OrientResult">OrientResult (class in openssa.l2.reasoning.ooda)</a>
-</li>
       <li><a href="openssa.l2.resource.abstract.html#openssa.l2.resource.abstract.AbstractResource.overview">overview (openssa.l2.resource.abstract.AbstractResource property)</a>
 </li>
   </ul></td>
@@ -920,15 +901,15 @@ <h2 id="R">R</h2>
       <li><a href="openssa.l2.agent.agent.html#openssa.l2.agent.agent.Agent.resources">resources (openssa.l2.agent.agent.Agent attribute)</a>
 
       <ul>
-        <li><a href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.resources">(openssa.l2.task.abstract.AbstractTask attribute)</a>
+        <li><a href="openssa.l2.task.task.html#openssa.l2.task.task.Task.resources">(openssa.l2.task.task.Task attribute)</a>
 </li>
-        <li><a href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.resources">(openssa.l2.task.abstract.TaskDict attribute)</a>
+        <li><a href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.resources">(openssa.l2.task.task.TaskDict attribute)</a>
 </li>
       </ul></li>
-      <li><a href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.result">result (openssa.l2.task.abstract.AbstractTask attribute)</a>
+      <li><a href="openssa.l2.task.task.html#openssa.l2.task.task.Task.result">result (openssa.l2.task.task.Task attribute)</a>
 
       <ul>
-        <li><a href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.result">(openssa.l2.task.abstract.TaskDict attribute)</a>
+        <li><a href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.result">(openssa.l2.task.task.TaskDict attribute)</a>
 </li>
       </ul></li>
       <li><a href="openssa.l2.task.nature.html#openssa.l2.task.nature.TaskNature.RETRIEVE">RETRIEVE (openssa.l2.task.nature.TaskNature attribute)</a>
@@ -947,10 +928,10 @@ <h2 id="S">S</h2>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.status">status (openssa.l2.task.abstract.AbstractTask attribute)</a>
+      <li><a href="openssa.l2.task.task.html#openssa.l2.task.task.Task.status">status (openssa.l2.task.task.Task attribute)</a>
 
       <ul>
-        <li><a href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.status">(openssa.l2.task.abstract.TaskDict attribute)</a>
+        <li><a href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.status">(openssa.l2.task.task.TaskDict attribute)</a>
 </li>
       </ul></li>
       <li><a href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan.sub_plans">sub_plans (openssa.l2.planning.abstract.plan.AbstractPlan attribute)</a>
@@ -965,7 +946,7 @@ <h2 id="T">T</h2>
 </li>
       <li><a href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan.task">task (openssa.l2.planning.abstract.plan.AbstractPlan attribute)</a>
 </li>
-      <li><a href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict">TaskDict (class in openssa.l2.task.abstract)</a>
+      <li><a href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict">TaskDict (class in openssa.l2.task.task)</a>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
@@ -975,7 +956,7 @@ <h2 id="T">T</h2>
 </li>
       <li><a href="openssa.l2.planning.hierarchical.plan.html#openssa.l2.planning.hierarchical.plan.HTP.to_dict">to_dict() (openssa.l2.planning.hierarchical.plan.HTP method)</a>
 </li>
-      <li><a href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.to_json_dict">to_json_dict() (openssa.l2.task.abstract.AbstractTask method)</a>
+      <li><a href="openssa.l2.task.task.html#openssa.l2.task.task.Task.to_json_dict">to_json_dict() (openssa.l2.task.task.Task method)</a>
 </li>
   </ul></td>
 </tr></table>
diff --git a/modules.html b/modules.html
index 924c74f50..f2e0488a1 100644
--- a/modules.html
+++ b/modules.html
@@ -141,9 +141,47 @@ <h1>openssa<a class="headerlink" href="#openssa" title="Link to this heading">¶
 </li>
 </ul>
 </li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.planning.html">openssa.l2.planning namespace</a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.planning.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.planning.abstract.html">openssa.l2.planning.abstract namespace</a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.planning.abstract.html#submodules">Submodules</a><ul>
+<li class="toctree-l9"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html">ABSTRACT TASK PLAN INTERFACE</a></li>
+<li class="toctree-l9"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.PLAN"><code class="docutils literal notranslate"><span class="pre">PLAN</span></code></a></li>
+<li class="toctree-l9"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan"><code class="docutils literal notranslate"><span class="pre">AbstractPlan</span></code></a></li>
+<li class="toctree-l9"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html">ABSTRACT TASK PLANNER INTERFACE</a></li>
+<li class="toctree-l9"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html#openssa.l2.planning.abstract.planner.AbstractPlanner"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.planning.hierarchical.html">openssa.l2.planning.hierarchical namespace</a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.planning.hierarchical.html#submodules">Submodules</a><ul>
+<li class="toctree-l9"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html">HIERARCHICAL TASK PLAN (HTP)</a></li>
+<li class="toctree-l9"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html#openssa.l2.planning.hierarchical.plan.HTP"><code class="docutils literal notranslate"><span class="pre">HTP</span></code></a></li>
+<li class="toctree-l9"><a class="reference internal" href="openssa.l2.planning.hierarchical.planner.html">AUTOMATED (GENERATIVE) HIERARCHICAL TASK PLANNER</a></li>
+<li class="toctree-l9"><a class="reference internal" href="openssa.l2.planning.hierarchical.planner.html#openssa.l2.planning.hierarchical.planner.AutoHTPlanner"><code class="docutils literal notranslate"><span class="pre">AutoHTPlanner</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.planning.map_reduce.html">openssa.l2.planning.map_reduce namespace</a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.planning.map_reduce.html#submodules">Submodules</a><ul>
+<li class="toctree-l9"><a class="reference internal" href="openssa.l2.planning.map_reduce.plan.html">[future work] Map-Reduce Task Plan</a></li>
+<li class="toctree-l9"><a class="reference internal" href="openssa.l2.planning.map_reduce.plan.html#openssa.l2.planning.map_reduce.plan.MRTP"><code class="docutils literal notranslate"><span class="pre">MRTP</span></code></a></li>
+<li class="toctree-l9"><a class="reference internal" href="openssa.l2.planning.map_reduce.planner.html">[future work] Automated (Generative) Map-Reduce Task Planner</a></li>
+<li class="toctree-l9"><a class="reference internal" href="openssa.l2.planning.map_reduce.planner.html#openssa.l2.planning.map_reduce.planner.AutoMRTPlanner"><code class="docutils literal notranslate"><span class="pre">AutoMRTPlanner</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
 <li class="toctree-l5"><a class="reference internal" href="openssa.l2.reasoning.html">openssa.l2.reasoning namespace</a><ul>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.reasoning.html#subpackages">Subpackages</a><ul>
 <li class="toctree-l7"><a class="reference internal" href="openssa.l2.reasoning.base.html">openssa.l2.reasoning.base package</a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.reasoning.base.html#base-reasoner">BASE REASONER</a></li>
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.reasoning.base.html#openssa.l2.reasoning.base.BaseReasoner"><code class="docutils literal notranslate"><span class="pre">BaseReasoner</span></code></a><ul>
 <li class="toctree-l9"><a class="reference internal" href="openssa.l2.reasoning.base.html#openssa.l2.reasoning.base.BaseReasoner.reason"><code class="docutils literal notranslate"><span class="pre">BaseReasoner.reason()</span></code></a></li>
 </ul>
@@ -151,17 +189,9 @@ <h1>openssa<a class="headerlink" href="#openssa" title="Link to this heading">¶
 </ul>
 </li>
 <li class="toctree-l7"><a class="reference internal" href="openssa.l2.reasoning.ooda.html">openssa.l2.reasoning.ooda package</a><ul>
-<li class="toctree-l8"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OrientResult"><code class="docutils literal notranslate"><span class="pre">OrientResult</span></code></a><ul>
-<li class="toctree-l9"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OrientResult.confident"><code class="docutils literal notranslate"><span class="pre">OrientResult.confident</span></code></a></li>
-<li class="toctree-l9"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OrientResult.answer"><code class="docutils literal notranslate"><span class="pre">OrientResult.answer</span></code></a></li>
-</ul>
-</li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#observe-orient-decide-act-ooda-reasoner">OBSERVE-ORIENT-DECIDE-ACT (OODA) REASONER</a></li>
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner"><code class="docutils literal notranslate"><span class="pre">OodaReasoner</span></code></a><ul>
 <li class="toctree-l9"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner.reason"><code class="docutils literal notranslate"><span class="pre">OodaReasoner.reason()</span></code></a></li>
-<li class="toctree-l9"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner.observe"><code class="docutils literal notranslate"><span class="pre">OodaReasoner.observe()</span></code></a></li>
-<li class="toctree-l9"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner.orient"><code class="docutils literal notranslate"><span class="pre">OodaReasoner.orient()</span></code></a></li>
-<li class="toctree-l9"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner.decide"><code class="docutils literal notranslate"><span class="pre">OodaReasoner.decide()</span></code></a></li>
-<li class="toctree-l9"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner.act"><code class="docutils literal notranslate"><span class="pre">OodaReasoner.act()</span></code></a></li>
 </ul>
 </li>
 </ul>
@@ -169,7 +199,8 @@ <h1>openssa<a class="headerlink" href="#openssa" title="Link to this heading">¶
 </ul>
 </li>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.reasoning.html#submodules">Submodules</a><ul>
-<li class="toctree-l7"><a class="reference internal" href="openssa.l2.reasoning.abstract.html"><code class="docutils literal notranslate"><span class="pre">AbstractReasoner</span></code></a><ul>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.reasoning.abstract.html">ABSTRACT REASONER INTERFACE</a></li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.reasoning.abstract.html#openssa.l2.reasoning.abstract.AbstractReasoner"><code class="docutils literal notranslate"><span class="pre">AbstractReasoner</span></code></a><ul>
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.reasoning.abstract.html#openssa.l2.reasoning.abstract.AbstractReasoner.lm"><code class="docutils literal notranslate"><span class="pre">AbstractReasoner.lm</span></code></a></li>
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.reasoning.abstract.html#openssa.l2.reasoning.abstract.AbstractReasoner.reason"><code class="docutils literal notranslate"><span class="pre">AbstractReasoner.reason()</span></code></a></li>
 </ul>
@@ -180,7 +211,8 @@ <h1>openssa<a class="headerlink" href="#openssa" title="Link to this heading">¶
 </li>
 <li class="toctree-l5"><a class="reference internal" href="openssa.l2.resource.html">openssa.l2.resource namespace</a><ul>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.resource.html#submodules">Submodules</a><ul>
-<li class="toctree-l7"><a class="reference internal" href="openssa.l2.resource.abstract.html"><code class="docutils literal notranslate"><span class="pre">AbstractResource</span></code></a><ul>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.resource.abstract.html">ABSTRACT INFORMATIONAL RESOURCE INTERFACE</a></li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.resource.abstract.html#openssa.l2.resource.abstract.AbstractResource"><code class="docutils literal notranslate"><span class="pre">AbstractResource</span></code></a><ul>
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.resource.abstract.html#openssa.l2.resource.abstract.AbstractResource.unique_name"><code class="docutils literal notranslate"><span class="pre">AbstractResource.unique_name</span></code></a></li>
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.resource.abstract.html#openssa.l2.resource.abstract.AbstractResource.name"><code class="docutils literal notranslate"><span class="pre">AbstractResource.name</span></code></a></li>
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.resource.abstract.html#openssa.l2.resource.abstract.AbstractResource.full_name"><code class="docutils literal notranslate"><span class="pre">AbstractResource.full_name</span></code></a></li>
@@ -189,8 +221,10 @@ <h1>openssa<a class="headerlink" href="#openssa" title="Link to this heading">¶
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.resource.abstract.html#openssa.l2.resource.abstract.AbstractResource.present_full_answer"><code class="docutils literal notranslate"><span class="pre">AbstractResource.present_full_answer()</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l7"><a class="reference internal" href="openssa.l2.resource.db.html"><code class="docutils literal notranslate"><span class="pre">DbResource</span></code></a></li>
-<li class="toctree-l7"><a class="reference internal" href="openssa.l2.resource.file.html"><code class="docutils literal notranslate"><span class="pre">FileResource</span></code></a><ul>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.resource.db.html">[future work] Database Informational Resource</a></li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.resource.db.html#openssa.l2.resource.db.DbResource"><code class="docutils literal notranslate"><span class="pre">DbResource</span></code></a></li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.resource.file.html">FILE-STORED INFORMATIONAL RESOURCE</a></li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.resource.file.html#openssa.l2.resource.file.FileResource"><code class="docutils literal notranslate"><span class="pre">FileResource</span></code></a><ul>
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.resource.file.html#openssa.l2.resource.file.FileResource.path"><code class="docutils literal notranslate"><span class="pre">FileResource.path</span></code></a></li>
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.resource.file.html#openssa.l2.resource.file.FileResource.embed_model"><code class="docutils literal notranslate"><span class="pre">FileResource.embed_model</span></code></a></li>
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.resource.file.html#openssa.l2.resource.file.FileResource.re_index"><code class="docutils literal notranslate"><span class="pre">FileResource.re_index</span></code></a></li>
@@ -209,9 +243,12 @@ <h1>openssa<a class="headerlink" href="#openssa" title="Link to this heading">¶
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.resource.file.html#openssa.l2.resource.file.FileResource.answer"><code class="docutils literal notranslate"><span class="pre">FileResource.answer()</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l7"><a class="reference internal" href="openssa.l2.resource.rss.html"><code class="docutils literal notranslate"><span class="pre">RssResource</span></code></a></li>
-<li class="toctree-l7"><a class="reference internal" href="openssa.l2.resource.sensor.html"><code class="docutils literal notranslate"><span class="pre">SensorResource</span></code></a></li>
-<li class="toctree-l7"><a class="reference internal" href="openssa.l2.resource.web.html"><code class="docutils literal notranslate"><span class="pre">WebPageResource</span></code></a></li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.resource.rss.html">[future work] RSS Informational Resource</a></li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.resource.rss.html#openssa.l2.resource.rss.RssResource"><code class="docutils literal notranslate"><span class="pre">RssResource</span></code></a></li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.resource.sensor.html">[future work] Sensor Informational Resource</a></li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.resource.sensor.html#openssa.l2.resource.sensor.SensorResource"><code class="docutils literal notranslate"><span class="pre">SensorResource</span></code></a></li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.resource.web.html">[future work] Web Informational Resources</a></li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.resource.web.html#openssa.l2.resource.web.WebPageResource"><code class="docutils literal notranslate"><span class="pre">WebPageResource</span></code></a></li>
 <li class="toctree-l7"><a class="reference internal" href="openssa.l2.resource.web.html#openssa.l2.resource.web.WebSearchResource"><code class="docutils literal notranslate"><span class="pre">WebSearchResource</span></code></a></li>
 </ul>
 </li>
@@ -219,29 +256,6 @@ <h1>openssa<a class="headerlink" href="#openssa" title="Link to this heading">¶
 </li>
 <li class="toctree-l5"><a class="reference internal" href="openssa.l2.task.html">openssa.l2.task namespace</a><ul>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.html#submodules">Submodules</a><ul>
-<li class="toctree-l7"><a class="reference internal" href="openssa.l2.task.abstract.html"><code class="docutils literal notranslate"><span class="pre">TaskDict</span></code></a><ul>
-<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.ask"><code class="docutils literal notranslate"><span class="pre">TaskDict.ask</span></code></a></li>
-<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.resources"><code class="docutils literal notranslate"><span class="pre">TaskDict.resources</span></code></a></li>
-<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.nature"><code class="docutils literal notranslate"><span class="pre">TaskDict.nature</span></code></a></li>
-<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.status"><code class="docutils literal notranslate"><span class="pre">TaskDict.status</span></code></a></li>
-<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.result"><code class="docutils literal notranslate"><span class="pre">TaskDict.result</span></code></a></li>
-<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.dynamic_decomposer"><code class="docutils literal notranslate"><span class="pre">TaskDict.dynamic_decomposer</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l7"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask"><code class="docutils literal notranslate"><span class="pre">AbstractTask</span></code></a><ul>
-<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.ask"><code class="docutils literal notranslate"><span class="pre">AbstractTask.ask</span></code></a></li>
-<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.resources"><code class="docutils literal notranslate"><span class="pre">AbstractTask.resources</span></code></a></li>
-<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.nature"><code class="docutils literal notranslate"><span class="pre">AbstractTask.nature</span></code></a></li>
-<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.status"><code class="docutils literal notranslate"><span class="pre">AbstractTask.status</span></code></a></li>
-<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.result"><code class="docutils literal notranslate"><span class="pre">AbstractTask.result</span></code></a></li>
-<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.dynamic_decomposer"><code class="docutils literal notranslate"><span class="pre">AbstractTask.dynamic_decomposer</span></code></a></li>
-<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.from_dict"><code class="docutils literal notranslate"><span class="pre">AbstractTask.from_dict()</span></code></a></li>
-<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.to_json_dict"><code class="docutils literal notranslate"><span class="pre">AbstractTask.to_json_dict()</span></code></a></li>
-<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.from_str"><code class="docutils literal notranslate"><span class="pre">AbstractTask.from_str()</span></code></a></li>
-<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.from_dict_or_str"><code class="docutils literal notranslate"><span class="pre">AbstractTask.from_dict_or_str()</span></code></a></li>
-<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.decompose"><code class="docutils literal notranslate"><span class="pre">AbstractTask.decompose()</span></code></a></li>
-</ul>
-</li>
 <li class="toctree-l7"><a class="reference internal" href="openssa.l2.task.nature.html"><code class="docutils literal notranslate"><span class="pre">TaskNature</span></code></a><ul>
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.nature.html#openssa.l2.task.nature.TaskNature.RETRIEVE"><code class="docutils literal notranslate"><span class="pre">TaskNature.RETRIEVE</span></code></a></li>
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.nature.html#openssa.l2.task.nature.TaskNature.CALC"><code class="docutils literal notranslate"><span class="pre">TaskNature.CALC</span></code></a></li>
@@ -255,7 +269,30 @@ <h1>openssa<a class="headerlink" href="#openssa" title="Link to this heading">¶
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.status.html#openssa.l2.task.status.TaskStatus.DONE"><code class="docutils literal notranslate"><span class="pre">TaskStatus.DONE</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l7"><a class="reference internal" href="openssa.l2.task.task.html"><code class="docutils literal notranslate"><span class="pre">Task</span></code></a></li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.task.task.html">TASK</a></li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict"><code class="docutils literal notranslate"><span class="pre">TaskDict</span></code></a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.ask"><code class="docutils literal notranslate"><span class="pre">TaskDict.ask</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.resources"><code class="docutils literal notranslate"><span class="pre">TaskDict.resources</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.nature"><code class="docutils literal notranslate"><span class="pre">TaskDict.nature</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.status"><code class="docutils literal notranslate"><span class="pre">TaskDict.status</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.result"><code class="docutils literal notranslate"><span class="pre">TaskDict.result</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.dynamic_decomposer"><code class="docutils literal notranslate"><span class="pre">TaskDict.dynamic_decomposer</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task"><code class="docutils literal notranslate"><span class="pre">Task</span></code></a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.ask"><code class="docutils literal notranslate"><span class="pre">Task.ask</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.resources"><code class="docutils literal notranslate"><span class="pre">Task.resources</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.nature"><code class="docutils literal notranslate"><span class="pre">Task.nature</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.status"><code class="docutils literal notranslate"><span class="pre">Task.status</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.result"><code class="docutils literal notranslate"><span class="pre">Task.result</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.dynamic_decomposer"><code class="docutils literal notranslate"><span class="pre">Task.dynamic_decomposer</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.from_dict"><code class="docutils literal notranslate"><span class="pre">Task.from_dict()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.to_json_dict"><code class="docutils literal notranslate"><span class="pre">Task.to_json_dict()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.from_str"><code class="docutils literal notranslate"><span class="pre">Task.from_str()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.from_dict_or_str"><code class="docutils literal notranslate"><span class="pre">Task.from_dict_or_str()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.decompose"><code class="docutils literal notranslate"><span class="pre">Task.decompose()</span></code></a></li>
+</ul>
+</li>
 </ul>
 </li>
 </ul>
@@ -271,9 +308,16 @@ <h1>openssa<a class="headerlink" href="#openssa" title="Link to this heading">¶
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.util.html#subpackages">Subpackages</a><ul>
 <li class="toctree-l7"><a class="reference internal" href="openssa.l2.util.lm.html">openssa.l2.util.lm namespace</a><ul>
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.util.lm.html#submodules">Submodules</a><ul>
-<li class="toctree-l9"><a class="reference internal" href="openssa.l2.util.lm.abstract.html"><code class="docutils literal notranslate"><span class="pre">AbstractLM</span></code></a></li>
-<li class="toctree-l9"><a class="reference internal" href="openssa.l2.util.lm.llama.html"><code class="docutils literal notranslate"><span class="pre">LlamaLM</span></code></a></li>
-<li class="toctree-l9"><a class="reference internal" href="openssa.l2.util.lm.openai.html"><code class="docutils literal notranslate"><span class="pre">OpenAILM</span></code></a></li>
+<li class="toctree-l9"><a class="reference internal" href="openssa.l2.util.lm.abstract.html">Abstract Language Model (LM) Interface</a></li>
+<li class="toctree-l9"><a class="reference internal" href="openssa.l2.util.lm.abstract.html#openssa.l2.util.lm.abstract.AbstractLM"><code class="docutils literal notranslate"><span class="pre">AbstractLM</span></code></a></li>
+<li class="toctree-l9"><a class="reference internal" href="openssa.l2.util.lm.config.html">Language Model (LM) Configurations</a></li>
+<li class="toctree-l9"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig"><code class="docutils literal notranslate"><span class="pre">LMConfig</span></code></a></li>
+<li class="toctree-l9"><a class="reference internal" href="openssa.l2.util.lm.llama.html">Meta Llama LMs</a></li>
+<li class="toctree-l9"><a class="reference internal" href="openssa.l2.util.lm.llama.html#openssa.l2.util.lm.llama.LlamaLM"><code class="docutils literal notranslate"><span class="pre">LlamaLM</span></code></a></li>
+<li class="toctree-l9"><a class="reference internal" href="openssa.l2.util.lm.openai.html">OpenAI LMs</a></li>
+<li class="toctree-l9"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.OpenAILM"><code class="docutils literal notranslate"><span class="pre">OpenAILM</span></code></a></li>
+<li class="toctree-l9"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.default_llama_index_openai_embed_model"><code class="docutils literal notranslate"><span class="pre">default_llama_index_openai_embed_model()</span></code></a></li>
+<li class="toctree-l9"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.default_llama_index_openai_lm"><code class="docutils literal notranslate"><span class="pre">default_llama_index_openai_lm()</span></code></a></li>
 </ul>
 </li>
 </ul>
@@ -288,19 +332,6 @@ <h1>openssa<a class="headerlink" href="#openssa" title="Link to this heading">¶
 </li>
 </ul>
 </li>
-<li class="toctree-l4"><a class="reference internal" href="openssa.l2.html#submodules">Submodules</a><ul>
-<li class="toctree-l5"><a class="reference internal" href="openssa.l2.config.html"><code class="docutils literal notranslate"><span class="pre">Config</span></code></a><ul>
-<li class="toctree-l6"><a class="reference internal" href="openssa.l2.config.html#openssa.l2.config.Config.LLAMA_API_KEY"><code class="docutils literal notranslate"><span class="pre">Config.LLAMA_API_KEY</span></code></a></li>
-<li class="toctree-l6"><a class="reference internal" href="openssa.l2.config.html#openssa.l2.config.Config.LLAMA_API_URL"><code class="docutils literal notranslate"><span class="pre">Config.LLAMA_API_URL</span></code></a></li>
-<li class="toctree-l6"><a class="reference internal" href="openssa.l2.config.html#openssa.l2.config.Config.DEFAULT_LLAMA_MODEL"><code class="docutils literal notranslate"><span class="pre">Config.DEFAULT_LLAMA_MODEL</span></code></a></li>
-<li class="toctree-l6"><a class="reference internal" href="openssa.l2.config.html#openssa.l2.config.Config.OPENAI_API_KEY"><code class="docutils literal notranslate"><span class="pre">Config.OPENAI_API_KEY</span></code></a></li>
-<li class="toctree-l6"><a class="reference internal" href="openssa.l2.config.html#openssa.l2.config.Config.OPENAI_API_URL"><code class="docutils literal notranslate"><span class="pre">Config.OPENAI_API_URL</span></code></a></li>
-<li class="toctree-l6"><a class="reference internal" href="openssa.l2.config.html#openssa.l2.config.Config.DEFAULT_OPENAI_MODEL"><code class="docutils literal notranslate"><span class="pre">Config.DEFAULT_OPENAI_MODEL</span></code></a></li>
-<li class="toctree-l6"><a class="reference internal" href="openssa.l2.config.html#openssa.l2.config.Config.DEFAULT_TEMPERATURE"><code class="docutils literal notranslate"><span class="pre">Config.DEFAULT_TEMPERATURE</span></code></a></li>
-</ul>
-</li>
-</ul>
-</li>
 </ul>
 </li>
 </ul>
diff --git a/openssa.html b/openssa.html
index 826a13188..2f65f5300 100644
--- a/openssa.html
+++ b/openssa.html
@@ -141,9 +141,74 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 </li>
 </ul>
 </li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.planning.html">openssa.l2.planning namespace</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.planning.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.planning.abstract.html">openssa.l2.planning.abstract namespace</a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.planning.abstract.html#submodules">Submodules</a><ul>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html">ABSTRACT TASK PLAN INTERFACE</a></li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.PLAN"><code class="docutils literal notranslate"><span class="pre">PLAN</span></code></a></li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan"><code class="docutils literal notranslate"><span class="pre">AbstractPlan</span></code></a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan.task"><code class="docutils literal notranslate"><span class="pre">AbstractPlan.task</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan.sub_plans"><code class="docutils literal notranslate"><span class="pre">AbstractPlan.sub_plans</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan.concretize_tasks_from_template"><code class="docutils literal notranslate"><span class="pre">AbstractPlan.concretize_tasks_from_template()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan.quick_repr"><code class="docutils literal notranslate"><span class="pre">AbstractPlan.quick_repr</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan.pformat"><code class="docutils literal notranslate"><span class="pre">AbstractPlan.pformat</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan.execute"><code class="docutils literal notranslate"><span class="pre">AbstractPlan.execute()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html">ABSTRACT TASK PLANNER INTERFACE</a></li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html#openssa.l2.planning.abstract.planner.AbstractPlanner"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner</span></code></a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html#openssa.l2.planning.abstract.planner.AbstractPlanner.lm"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner.lm</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html#openssa.l2.planning.abstract.planner.AbstractPlanner.max_depth"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner.max_depth</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html#openssa.l2.planning.abstract.planner.AbstractPlanner.max_subtasks_per_decomp"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner.max_subtasks_per_decomp</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html#openssa.l2.planning.abstract.planner.AbstractPlanner.one_level_deep"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner.one_level_deep()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html#openssa.l2.planning.abstract.planner.AbstractPlanner.one_fewer_level_deep"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner.one_fewer_level_deep()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html#openssa.l2.planning.abstract.planner.AbstractPlanner.plan"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner.plan()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html#openssa.l2.planning.abstract.planner.AbstractPlanner.update_plan_resources"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner.update_plan_resources()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.planning.hierarchical.html">openssa.l2.planning.hierarchical namespace</a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.planning.hierarchical.html#submodules">Submodules</a><ul>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html">HIERARCHICAL TASK PLAN (HTP)</a></li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html#openssa.l2.planning.hierarchical.plan.HTP"><code class="docutils literal notranslate"><span class="pre">HTP</span></code></a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html#openssa.l2.planning.hierarchical.plan.HTP.from_dict"><code class="docutils literal notranslate"><span class="pre">HTP.from_dict()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html#openssa.l2.planning.hierarchical.plan.HTP.to_dict"><code class="docutils literal notranslate"><span class="pre">HTP.to_dict()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html#openssa.l2.planning.hierarchical.plan.HTP.fix_missing_resources"><code class="docutils literal notranslate"><span class="pre">HTP.fix_missing_resources()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html#openssa.l2.planning.hierarchical.plan.HTP.execute"><code class="docutils literal notranslate"><span class="pre">HTP.execute()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.planning.hierarchical.planner.html">AUTOMATED (GENERATIVE) HIERARCHICAL TASK PLANNER</a></li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.planning.hierarchical.planner.html#openssa.l2.planning.hierarchical.planner.AutoHTPlanner"><code class="docutils literal notranslate"><span class="pre">AutoHTPlanner</span></code></a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.planning.hierarchical.planner.html#openssa.l2.planning.hierarchical.planner.AutoHTPlanner.plan"><code class="docutils literal notranslate"><span class="pre">AutoHTPlanner.plan()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.planning.hierarchical.planner.html#openssa.l2.planning.hierarchical.planner.AutoHTPlanner.update_plan_resources"><code class="docutils literal notranslate"><span class="pre">AutoHTPlanner.update_plan_resources()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.planning.map_reduce.html">openssa.l2.planning.map_reduce namespace</a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.planning.map_reduce.html#submodules">Submodules</a><ul>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.planning.map_reduce.plan.html">[future work] Map-Reduce Task Plan</a></li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.planning.map_reduce.plan.html#openssa.l2.planning.map_reduce.plan.MRTP"><code class="docutils literal notranslate"><span class="pre">MRTP</span></code></a></li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.planning.map_reduce.planner.html">[future work] Automated (Generative) Map-Reduce Task Planner</a></li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.planning.map_reduce.planner.html#openssa.l2.planning.map_reduce.planner.AutoMRTPlanner"><code class="docutils literal notranslate"><span class="pre">AutoMRTPlanner</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
 <li class="toctree-l3"><a class="reference internal" href="openssa.l2.reasoning.html">openssa.l2.reasoning namespace</a><ul>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.reasoning.html#subpackages">Subpackages</a><ul>
 <li class="toctree-l5"><a class="reference internal" href="openssa.l2.reasoning.base.html">openssa.l2.reasoning.base package</a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.reasoning.base.html#base-reasoner">BASE REASONER</a></li>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.reasoning.base.html#openssa.l2.reasoning.base.BaseReasoner"><code class="docutils literal notranslate"><span class="pre">BaseReasoner</span></code></a><ul>
 <li class="toctree-l7"><a class="reference internal" href="openssa.l2.reasoning.base.html#openssa.l2.reasoning.base.BaseReasoner.reason"><code class="docutils literal notranslate"><span class="pre">BaseReasoner.reason()</span></code></a></li>
 </ul>
@@ -151,17 +216,9 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 </ul>
 </li>
 <li class="toctree-l5"><a class="reference internal" href="openssa.l2.reasoning.ooda.html">openssa.l2.reasoning.ooda package</a><ul>
-<li class="toctree-l6"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OrientResult"><code class="docutils literal notranslate"><span class="pre">OrientResult</span></code></a><ul>
-<li class="toctree-l7"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OrientResult.confident"><code class="docutils literal notranslate"><span class="pre">OrientResult.confident</span></code></a></li>
-<li class="toctree-l7"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OrientResult.answer"><code class="docutils literal notranslate"><span class="pre">OrientResult.answer</span></code></a></li>
-</ul>
-</li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#observe-orient-decide-act-ooda-reasoner">OBSERVE-ORIENT-DECIDE-ACT (OODA) REASONER</a></li>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner"><code class="docutils literal notranslate"><span class="pre">OodaReasoner</span></code></a><ul>
 <li class="toctree-l7"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner.reason"><code class="docutils literal notranslate"><span class="pre">OodaReasoner.reason()</span></code></a></li>
-<li class="toctree-l7"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner.observe"><code class="docutils literal notranslate"><span class="pre">OodaReasoner.observe()</span></code></a></li>
-<li class="toctree-l7"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner.orient"><code class="docutils literal notranslate"><span class="pre">OodaReasoner.orient()</span></code></a></li>
-<li class="toctree-l7"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner.decide"><code class="docutils literal notranslate"><span class="pre">OodaReasoner.decide()</span></code></a></li>
-<li class="toctree-l7"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner.act"><code class="docutils literal notranslate"><span class="pre">OodaReasoner.act()</span></code></a></li>
 </ul>
 </li>
 </ul>
@@ -169,7 +226,8 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 </ul>
 </li>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.reasoning.html#submodules">Submodules</a><ul>
-<li class="toctree-l5"><a class="reference internal" href="openssa.l2.reasoning.abstract.html"><code class="docutils literal notranslate"><span class="pre">AbstractReasoner</span></code></a><ul>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.reasoning.abstract.html">ABSTRACT REASONER INTERFACE</a></li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.reasoning.abstract.html#openssa.l2.reasoning.abstract.AbstractReasoner"><code class="docutils literal notranslate"><span class="pre">AbstractReasoner</span></code></a><ul>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.reasoning.abstract.html#openssa.l2.reasoning.abstract.AbstractReasoner.lm"><code class="docutils literal notranslate"><span class="pre">AbstractReasoner.lm</span></code></a></li>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.reasoning.abstract.html#openssa.l2.reasoning.abstract.AbstractReasoner.reason"><code class="docutils literal notranslate"><span class="pre">AbstractReasoner.reason()</span></code></a></li>
 </ul>
@@ -180,7 +238,8 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 </li>
 <li class="toctree-l3"><a class="reference internal" href="openssa.l2.resource.html">openssa.l2.resource namespace</a><ul>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.resource.html#submodules">Submodules</a><ul>
-<li class="toctree-l5"><a class="reference internal" href="openssa.l2.resource.abstract.html"><code class="docutils literal notranslate"><span class="pre">AbstractResource</span></code></a><ul>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.resource.abstract.html">ABSTRACT INFORMATIONAL RESOURCE INTERFACE</a></li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.resource.abstract.html#openssa.l2.resource.abstract.AbstractResource"><code class="docutils literal notranslate"><span class="pre">AbstractResource</span></code></a><ul>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.resource.abstract.html#openssa.l2.resource.abstract.AbstractResource.unique_name"><code class="docutils literal notranslate"><span class="pre">AbstractResource.unique_name</span></code></a></li>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.resource.abstract.html#openssa.l2.resource.abstract.AbstractResource.name"><code class="docutils literal notranslate"><span class="pre">AbstractResource.name</span></code></a></li>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.resource.abstract.html#openssa.l2.resource.abstract.AbstractResource.full_name"><code class="docutils literal notranslate"><span class="pre">AbstractResource.full_name</span></code></a></li>
@@ -189,8 +248,10 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.resource.abstract.html#openssa.l2.resource.abstract.AbstractResource.present_full_answer"><code class="docutils literal notranslate"><span class="pre">AbstractResource.present_full_answer()</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l5"><a class="reference internal" href="openssa.l2.resource.db.html"><code class="docutils literal notranslate"><span class="pre">DbResource</span></code></a></li>
-<li class="toctree-l5"><a class="reference internal" href="openssa.l2.resource.file.html"><code class="docutils literal notranslate"><span class="pre">FileResource</span></code></a><ul>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.resource.db.html">[future work] Database Informational Resource</a></li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.resource.db.html#openssa.l2.resource.db.DbResource"><code class="docutils literal notranslate"><span class="pre">DbResource</span></code></a></li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.resource.file.html">FILE-STORED INFORMATIONAL RESOURCE</a></li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.resource.file.html#openssa.l2.resource.file.FileResource"><code class="docutils literal notranslate"><span class="pre">FileResource</span></code></a><ul>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.resource.file.html#openssa.l2.resource.file.FileResource.path"><code class="docutils literal notranslate"><span class="pre">FileResource.path</span></code></a></li>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.resource.file.html#openssa.l2.resource.file.FileResource.embed_model"><code class="docutils literal notranslate"><span class="pre">FileResource.embed_model</span></code></a></li>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.resource.file.html#openssa.l2.resource.file.FileResource.re_index"><code class="docutils literal notranslate"><span class="pre">FileResource.re_index</span></code></a></li>
@@ -209,9 +270,12 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.resource.file.html#openssa.l2.resource.file.FileResource.answer"><code class="docutils literal notranslate"><span class="pre">FileResource.answer()</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l5"><a class="reference internal" href="openssa.l2.resource.rss.html"><code class="docutils literal notranslate"><span class="pre">RssResource</span></code></a></li>
-<li class="toctree-l5"><a class="reference internal" href="openssa.l2.resource.sensor.html"><code class="docutils literal notranslate"><span class="pre">SensorResource</span></code></a></li>
-<li class="toctree-l5"><a class="reference internal" href="openssa.l2.resource.web.html"><code class="docutils literal notranslate"><span class="pre">WebPageResource</span></code></a></li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.resource.rss.html">[future work] RSS Informational Resource</a></li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.resource.rss.html#openssa.l2.resource.rss.RssResource"><code class="docutils literal notranslate"><span class="pre">RssResource</span></code></a></li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.resource.sensor.html">[future work] Sensor Informational Resource</a></li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.resource.sensor.html#openssa.l2.resource.sensor.SensorResource"><code class="docutils literal notranslate"><span class="pre">SensorResource</span></code></a></li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.resource.web.html">[future work] Web Informational Resources</a></li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.resource.web.html#openssa.l2.resource.web.WebPageResource"><code class="docutils literal notranslate"><span class="pre">WebPageResource</span></code></a></li>
 <li class="toctree-l5"><a class="reference internal" href="openssa.l2.resource.web.html#openssa.l2.resource.web.WebSearchResource"><code class="docutils literal notranslate"><span class="pre">WebSearchResource</span></code></a></li>
 </ul>
 </li>
@@ -219,29 +283,6 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 </li>
 <li class="toctree-l3"><a class="reference internal" href="openssa.l2.task.html">openssa.l2.task namespace</a><ul>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.html#submodules">Submodules</a><ul>
-<li class="toctree-l5"><a class="reference internal" href="openssa.l2.task.abstract.html"><code class="docutils literal notranslate"><span class="pre">TaskDict</span></code></a><ul>
-<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.ask"><code class="docutils literal notranslate"><span class="pre">TaskDict.ask</span></code></a></li>
-<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.resources"><code class="docutils literal notranslate"><span class="pre">TaskDict.resources</span></code></a></li>
-<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.nature"><code class="docutils literal notranslate"><span class="pre">TaskDict.nature</span></code></a></li>
-<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.status"><code class="docutils literal notranslate"><span class="pre">TaskDict.status</span></code></a></li>
-<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.result"><code class="docutils literal notranslate"><span class="pre">TaskDict.result</span></code></a></li>
-<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.dynamic_decomposer"><code class="docutils literal notranslate"><span class="pre">TaskDict.dynamic_decomposer</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l5"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask"><code class="docutils literal notranslate"><span class="pre">AbstractTask</span></code></a><ul>
-<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.ask"><code class="docutils literal notranslate"><span class="pre">AbstractTask.ask</span></code></a></li>
-<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.resources"><code class="docutils literal notranslate"><span class="pre">AbstractTask.resources</span></code></a></li>
-<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.nature"><code class="docutils literal notranslate"><span class="pre">AbstractTask.nature</span></code></a></li>
-<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.status"><code class="docutils literal notranslate"><span class="pre">AbstractTask.status</span></code></a></li>
-<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.result"><code class="docutils literal notranslate"><span class="pre">AbstractTask.result</span></code></a></li>
-<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.dynamic_decomposer"><code class="docutils literal notranslate"><span class="pre">AbstractTask.dynamic_decomposer</span></code></a></li>
-<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.from_dict"><code class="docutils literal notranslate"><span class="pre">AbstractTask.from_dict()</span></code></a></li>
-<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.to_json_dict"><code class="docutils literal notranslate"><span class="pre">AbstractTask.to_json_dict()</span></code></a></li>
-<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.from_str"><code class="docutils literal notranslate"><span class="pre">AbstractTask.from_str()</span></code></a></li>
-<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.from_dict_or_str"><code class="docutils literal notranslate"><span class="pre">AbstractTask.from_dict_or_str()</span></code></a></li>
-<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.decompose"><code class="docutils literal notranslate"><span class="pre">AbstractTask.decompose()</span></code></a></li>
-</ul>
-</li>
 <li class="toctree-l5"><a class="reference internal" href="openssa.l2.task.nature.html"><code class="docutils literal notranslate"><span class="pre">TaskNature</span></code></a><ul>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.nature.html#openssa.l2.task.nature.TaskNature.RETRIEVE"><code class="docutils literal notranslate"><span class="pre">TaskNature.RETRIEVE</span></code></a></li>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.nature.html#openssa.l2.task.nature.TaskNature.CALC"><code class="docutils literal notranslate"><span class="pre">TaskNature.CALC</span></code></a></li>
@@ -255,7 +296,30 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.status.html#openssa.l2.task.status.TaskStatus.DONE"><code class="docutils literal notranslate"><span class="pre">TaskStatus.DONE</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l5"><a class="reference internal" href="openssa.l2.task.task.html"><code class="docutils literal notranslate"><span class="pre">Task</span></code></a></li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.task.task.html">TASK</a></li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict"><code class="docutils literal notranslate"><span class="pre">TaskDict</span></code></a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.ask"><code class="docutils literal notranslate"><span class="pre">TaskDict.ask</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.resources"><code class="docutils literal notranslate"><span class="pre">TaskDict.resources</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.nature"><code class="docutils literal notranslate"><span class="pre">TaskDict.nature</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.status"><code class="docutils literal notranslate"><span class="pre">TaskDict.status</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.result"><code class="docutils literal notranslate"><span class="pre">TaskDict.result</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.dynamic_decomposer"><code class="docutils literal notranslate"><span class="pre">TaskDict.dynamic_decomposer</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task"><code class="docutils literal notranslate"><span class="pre">Task</span></code></a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.ask"><code class="docutils literal notranslate"><span class="pre">Task.ask</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.resources"><code class="docutils literal notranslate"><span class="pre">Task.resources</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.nature"><code class="docutils literal notranslate"><span class="pre">Task.nature</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.status"><code class="docutils literal notranslate"><span class="pre">Task.status</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.result"><code class="docutils literal notranslate"><span class="pre">Task.result</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.dynamic_decomposer"><code class="docutils literal notranslate"><span class="pre">Task.dynamic_decomposer</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.from_dict"><code class="docutils literal notranslate"><span class="pre">Task.from_dict()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.to_json_dict"><code class="docutils literal notranslate"><span class="pre">Task.to_json_dict()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.from_str"><code class="docutils literal notranslate"><span class="pre">Task.from_str()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.from_dict_or_str"><code class="docutils literal notranslate"><span class="pre">Task.from_dict_or_str()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.decompose"><code class="docutils literal notranslate"><span class="pre">Task.decompose()</span></code></a></li>
+</ul>
+</li>
 </ul>
 </li>
 </ul>
@@ -271,7 +335,8 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.util.html#subpackages">Subpackages</a><ul>
 <li class="toctree-l5"><a class="reference internal" href="openssa.l2.util.lm.html">openssa.l2.util.lm namespace</a><ul>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.util.lm.html#submodules">Submodules</a><ul>
-<li class="toctree-l7"><a class="reference internal" href="openssa.l2.util.lm.abstract.html"><code class="docutils literal notranslate"><span class="pre">AbstractLM</span></code></a><ul>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.util.lm.abstract.html">Abstract Language Model (LM) Interface</a></li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.util.lm.abstract.html#openssa.l2.util.lm.abstract.AbstractLM"><code class="docutils literal notranslate"><span class="pre">AbstractLM</span></code></a><ul>
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.util.lm.abstract.html#openssa.l2.util.lm.abstract.AbstractLM.model"><code class="docutils literal notranslate"><span class="pre">AbstractLM.model</span></code></a></li>
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.util.lm.abstract.html#openssa.l2.util.lm.abstract.AbstractLM.api_base"><code class="docutils literal notranslate"><span class="pre">AbstractLM.api_base</span></code></a></li>
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.util.lm.abstract.html#openssa.l2.util.lm.abstract.AbstractLM.api_key"><code class="docutils literal notranslate"><span class="pre">AbstractLM.api_key</span></code></a></li>
@@ -280,20 +345,36 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.util.lm.abstract.html#openssa.l2.util.lm.abstract.AbstractLM.get_response"><code class="docutils literal notranslate"><span class="pre">AbstractLM.get_response()</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l7"><a class="reference internal" href="openssa.l2.util.lm.llama.html"><code class="docutils literal notranslate"><span class="pre">LlamaLM</span></code></a><ul>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.util.lm.config.html">Language Model (LM) Configurations</a></li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig"><code class="docutils literal notranslate"><span class="pre">LMConfig</span></code></a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.LLAMA_API_KEY"><code class="docutils literal notranslate"><span class="pre">LMConfig.LLAMA_API_KEY</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.LLAMA_API_URL"><code class="docutils literal notranslate"><span class="pre">LMConfig.LLAMA_API_URL</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.DEFAULT_LLAMA_MODEL"><code class="docutils literal notranslate"><span class="pre">LMConfig.DEFAULT_LLAMA_MODEL</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.OPENAI_API_KEY"><code class="docutils literal notranslate"><span class="pre">LMConfig.OPENAI_API_KEY</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.OPENAI_API_URL"><code class="docutils literal notranslate"><span class="pre">LMConfig.OPENAI_API_URL</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.DEFAULT_OPENAI_MODEL"><code class="docutils literal notranslate"><span class="pre">LMConfig.DEFAULT_OPENAI_MODEL</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.DEFAULT_SEED"><code class="docutils literal notranslate"><span class="pre">LMConfig.DEFAULT_SEED</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.DEFAULT_TEMPERATURE"><code class="docutils literal notranslate"><span class="pre">LMConfig.DEFAULT_TEMPERATURE</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.util.lm.llama.html">Meta Llama LMs</a></li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.util.lm.llama.html#openssa.l2.util.lm.llama.LlamaLM"><code class="docutils literal notranslate"><span class="pre">LlamaLM</span></code></a><ul>
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.util.lm.llama.html#openssa.l2.util.lm.llama.LlamaLM.client"><code class="docutils literal notranslate"><span class="pre">LlamaLM.client</span></code></a></li>
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.util.lm.llama.html#openssa.l2.util.lm.llama.LlamaLM.from_defaults"><code class="docutils literal notranslate"><span class="pre">LlamaLM.from_defaults()</span></code></a></li>
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.util.lm.llama.html#openssa.l2.util.lm.llama.LlamaLM.call"><code class="docutils literal notranslate"><span class="pre">LlamaLM.call()</span></code></a></li>
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.util.lm.llama.html#openssa.l2.util.lm.llama.LlamaLM.get_response"><code class="docutils literal notranslate"><span class="pre">LlamaLM.get_response()</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l7"><a class="reference internal" href="openssa.l2.util.lm.openai.html"><code class="docutils literal notranslate"><span class="pre">OpenAILM</span></code></a><ul>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.util.lm.openai.html">OpenAI LMs</a></li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.OpenAILM"><code class="docutils literal notranslate"><span class="pre">OpenAILM</span></code></a><ul>
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.OpenAILM.client"><code class="docutils literal notranslate"><span class="pre">OpenAILM.client</span></code></a></li>
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.OpenAILM.from_defaults"><code class="docutils literal notranslate"><span class="pre">OpenAILM.from_defaults()</span></code></a></li>
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.OpenAILM.call"><code class="docutils literal notranslate"><span class="pre">OpenAILM.call()</span></code></a></li>
 <li class="toctree-l8"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.OpenAILM.get_response"><code class="docutils literal notranslate"><span class="pre">OpenAILM.get_response()</span></code></a></li>
 </ul>
 </li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.default_llama_index_openai_embed_model"><code class="docutils literal notranslate"><span class="pre">default_llama_index_openai_embed_model()</span></code></a></li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.default_llama_index_openai_lm"><code class="docutils literal notranslate"><span class="pre">default_llama_index_openai_lm()</span></code></a></li>
 </ul>
 </li>
 </ul>
@@ -308,19 +389,6 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 </li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="openssa.l2.html#submodules">Submodules</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="openssa.l2.config.html"><code class="docutils literal notranslate"><span class="pre">Config</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="openssa.l2.config.html#openssa.l2.config.Config.LLAMA_API_KEY"><code class="docutils literal notranslate"><span class="pre">Config.LLAMA_API_KEY</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="openssa.l2.config.html#openssa.l2.config.Config.LLAMA_API_URL"><code class="docutils literal notranslate"><span class="pre">Config.LLAMA_API_URL</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="openssa.l2.config.html#openssa.l2.config.Config.DEFAULT_LLAMA_MODEL"><code class="docutils literal notranslate"><span class="pre">Config.DEFAULT_LLAMA_MODEL</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="openssa.l2.config.html#openssa.l2.config.Config.OPENAI_API_KEY"><code class="docutils literal notranslate"><span class="pre">Config.OPENAI_API_KEY</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="openssa.l2.config.html#openssa.l2.config.Config.OPENAI_API_URL"><code class="docutils literal notranslate"><span class="pre">Config.OPENAI_API_URL</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="openssa.l2.config.html#openssa.l2.config.Config.DEFAULT_OPENAI_MODEL"><code class="docutils literal notranslate"><span class="pre">Config.DEFAULT_OPENAI_MODEL</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="openssa.l2.config.html#openssa.l2.config.Config.DEFAULT_TEMPERATURE"><code class="docutils literal notranslate"><span class="pre">Config.DEFAULT_TEMPERATURE</span></code></a></li>
-</ul>
-</li>
-</ul>
-</li>
 </ul>
 </li>
 </ul>
diff --git a/openssa.l2.html b/openssa.l2.html
index 861bfc5f6..33ad05f80 100644
--- a/openssa.l2.html
+++ b/openssa.l2.html
@@ -139,9 +139,74 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 </li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.planning.html">openssa.l2.planning namespace</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.planning.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.planning.abstract.html">openssa.l2.planning.abstract namespace</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.planning.abstract.html#submodules">Submodules</a><ul>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html">ABSTRACT TASK PLAN INTERFACE</a></li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.PLAN"><code class="docutils literal notranslate"><span class="pre">PLAN</span></code></a></li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan"><code class="docutils literal notranslate"><span class="pre">AbstractPlan</span></code></a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan.task"><code class="docutils literal notranslate"><span class="pre">AbstractPlan.task</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan.sub_plans"><code class="docutils literal notranslate"><span class="pre">AbstractPlan.sub_plans</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan.concretize_tasks_from_template"><code class="docutils literal notranslate"><span class="pre">AbstractPlan.concretize_tasks_from_template()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan.quick_repr"><code class="docutils literal notranslate"><span class="pre">AbstractPlan.quick_repr</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan.pformat"><code class="docutils literal notranslate"><span class="pre">AbstractPlan.pformat</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan.execute"><code class="docutils literal notranslate"><span class="pre">AbstractPlan.execute()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html">ABSTRACT TASK PLANNER INTERFACE</a></li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html#openssa.l2.planning.abstract.planner.AbstractPlanner"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner</span></code></a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html#openssa.l2.planning.abstract.planner.AbstractPlanner.lm"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner.lm</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html#openssa.l2.planning.abstract.planner.AbstractPlanner.max_depth"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner.max_depth</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html#openssa.l2.planning.abstract.planner.AbstractPlanner.max_subtasks_per_decomp"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner.max_subtasks_per_decomp</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html#openssa.l2.planning.abstract.planner.AbstractPlanner.one_level_deep"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner.one_level_deep()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html#openssa.l2.planning.abstract.planner.AbstractPlanner.one_fewer_level_deep"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner.one_fewer_level_deep()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html#openssa.l2.planning.abstract.planner.AbstractPlanner.plan"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner.plan()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html#openssa.l2.planning.abstract.planner.AbstractPlanner.update_plan_resources"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner.update_plan_resources()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.planning.hierarchical.html">openssa.l2.planning.hierarchical namespace</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.planning.hierarchical.html#submodules">Submodules</a><ul>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html">HIERARCHICAL TASK PLAN (HTP)</a></li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html#openssa.l2.planning.hierarchical.plan.HTP"><code class="docutils literal notranslate"><span class="pre">HTP</span></code></a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html#openssa.l2.planning.hierarchical.plan.HTP.from_dict"><code class="docutils literal notranslate"><span class="pre">HTP.from_dict()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html#openssa.l2.planning.hierarchical.plan.HTP.to_dict"><code class="docutils literal notranslate"><span class="pre">HTP.to_dict()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html#openssa.l2.planning.hierarchical.plan.HTP.fix_missing_resources"><code class="docutils literal notranslate"><span class="pre">HTP.fix_missing_resources()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html#openssa.l2.planning.hierarchical.plan.HTP.execute"><code class="docutils literal notranslate"><span class="pre">HTP.execute()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.planning.hierarchical.planner.html">AUTOMATED (GENERATIVE) HIERARCHICAL TASK PLANNER</a></li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.planning.hierarchical.planner.html#openssa.l2.planning.hierarchical.planner.AutoHTPlanner"><code class="docutils literal notranslate"><span class="pre">AutoHTPlanner</span></code></a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.planning.hierarchical.planner.html#openssa.l2.planning.hierarchical.planner.AutoHTPlanner.plan"><code class="docutils literal notranslate"><span class="pre">AutoHTPlanner.plan()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.planning.hierarchical.planner.html#openssa.l2.planning.hierarchical.planner.AutoHTPlanner.update_plan_resources"><code class="docutils literal notranslate"><span class="pre">AutoHTPlanner.update_plan_resources()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.planning.map_reduce.html">openssa.l2.planning.map_reduce namespace</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.planning.map_reduce.html#submodules">Submodules</a><ul>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.planning.map_reduce.plan.html">[future work] Map-Reduce Task Plan</a></li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.planning.map_reduce.plan.html#openssa.l2.planning.map_reduce.plan.MRTP"><code class="docutils literal notranslate"><span class="pre">MRTP</span></code></a></li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.planning.map_reduce.planner.html">[future work] Automated (Generative) Map-Reduce Task Planner</a></li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.planning.map_reduce.planner.html#openssa.l2.planning.map_reduce.planner.AutoMRTPlanner"><code class="docutils literal notranslate"><span class="pre">AutoMRTPlanner</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="openssa.l2.reasoning.html">openssa.l2.reasoning namespace</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.reasoning.html#subpackages">Subpackages</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="openssa.l2.reasoning.base.html">openssa.l2.reasoning.base package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.reasoning.base.html#base-reasoner">BASE REASONER</a></li>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.reasoning.base.html#openssa.l2.reasoning.base.BaseReasoner"><code class="docutils literal notranslate"><span class="pre">BaseReasoner</span></code></a><ul>
 <li class="toctree-l5"><a class="reference internal" href="openssa.l2.reasoning.base.html#openssa.l2.reasoning.base.BaseReasoner.reason"><code class="docutils literal notranslate"><span class="pre">BaseReasoner.reason()</span></code></a></li>
 </ul>
@@ -149,17 +214,9 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 </ul>
 </li>
 <li class="toctree-l3"><a class="reference internal" href="openssa.l2.reasoning.ooda.html">openssa.l2.reasoning.ooda package</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OrientResult"><code class="docutils literal notranslate"><span class="pre">OrientResult</span></code></a><ul>
-<li class="toctree-l5"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OrientResult.confident"><code class="docutils literal notranslate"><span class="pre">OrientResult.confident</span></code></a></li>
-<li class="toctree-l5"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OrientResult.answer"><code class="docutils literal notranslate"><span class="pre">OrientResult.answer</span></code></a></li>
-</ul>
-</li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#observe-orient-decide-act-ooda-reasoner">OBSERVE-ORIENT-DECIDE-ACT (OODA) REASONER</a></li>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner"><code class="docutils literal notranslate"><span class="pre">OodaReasoner</span></code></a><ul>
 <li class="toctree-l5"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner.reason"><code class="docutils literal notranslate"><span class="pre">OodaReasoner.reason()</span></code></a></li>
-<li class="toctree-l5"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner.observe"><code class="docutils literal notranslate"><span class="pre">OodaReasoner.observe()</span></code></a></li>
-<li class="toctree-l5"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner.orient"><code class="docutils literal notranslate"><span class="pre">OodaReasoner.orient()</span></code></a></li>
-<li class="toctree-l5"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner.decide"><code class="docutils literal notranslate"><span class="pre">OodaReasoner.decide()</span></code></a></li>
-<li class="toctree-l5"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner.act"><code class="docutils literal notranslate"><span class="pre">OodaReasoner.act()</span></code></a></li>
 </ul>
 </li>
 </ul>
@@ -167,7 +224,8 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.reasoning.html#submodules">Submodules</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="openssa.l2.reasoning.abstract.html"><code class="docutils literal notranslate"><span class="pre">AbstractReasoner</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.reasoning.abstract.html">ABSTRACT REASONER INTERFACE</a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.reasoning.abstract.html#openssa.l2.reasoning.abstract.AbstractReasoner"><code class="docutils literal notranslate"><span class="pre">AbstractReasoner</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.reasoning.abstract.html#openssa.l2.reasoning.abstract.AbstractReasoner.lm"><code class="docutils literal notranslate"><span class="pre">AbstractReasoner.lm</span></code></a></li>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.reasoning.abstract.html#openssa.l2.reasoning.abstract.AbstractReasoner.reason"><code class="docutils literal notranslate"><span class="pre">AbstractReasoner.reason()</span></code></a></li>
 </ul>
@@ -178,7 +236,8 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 </li>
 <li class="toctree-l1"><a class="reference internal" href="openssa.l2.resource.html">openssa.l2.resource namespace</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.resource.html#submodules">Submodules</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="openssa.l2.resource.abstract.html"><code class="docutils literal notranslate"><span class="pre">AbstractResource</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.resource.abstract.html">ABSTRACT INFORMATIONAL RESOURCE INTERFACE</a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.resource.abstract.html#openssa.l2.resource.abstract.AbstractResource"><code class="docutils literal notranslate"><span class="pre">AbstractResource</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.resource.abstract.html#openssa.l2.resource.abstract.AbstractResource.unique_name"><code class="docutils literal notranslate"><span class="pre">AbstractResource.unique_name</span></code></a></li>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.resource.abstract.html#openssa.l2.resource.abstract.AbstractResource.name"><code class="docutils literal notranslate"><span class="pre">AbstractResource.name</span></code></a></li>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.resource.abstract.html#openssa.l2.resource.abstract.AbstractResource.full_name"><code class="docutils literal notranslate"><span class="pre">AbstractResource.full_name</span></code></a></li>
@@ -187,8 +246,10 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.resource.abstract.html#openssa.l2.resource.abstract.AbstractResource.present_full_answer"><code class="docutils literal notranslate"><span class="pre">AbstractResource.present_full_answer()</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="openssa.l2.resource.db.html"><code class="docutils literal notranslate"><span class="pre">DbResource</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="openssa.l2.resource.file.html"><code class="docutils literal notranslate"><span class="pre">FileResource</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.resource.db.html">[future work] Database Informational Resource</a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.resource.db.html#openssa.l2.resource.db.DbResource"><code class="docutils literal notranslate"><span class="pre">DbResource</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.resource.file.html">FILE-STORED INFORMATIONAL RESOURCE</a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.resource.file.html#openssa.l2.resource.file.FileResource"><code class="docutils literal notranslate"><span class="pre">FileResource</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.resource.file.html#openssa.l2.resource.file.FileResource.path"><code class="docutils literal notranslate"><span class="pre">FileResource.path</span></code></a></li>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.resource.file.html#openssa.l2.resource.file.FileResource.embed_model"><code class="docutils literal notranslate"><span class="pre">FileResource.embed_model</span></code></a></li>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.resource.file.html#openssa.l2.resource.file.FileResource.re_index"><code class="docutils literal notranslate"><span class="pre">FileResource.re_index</span></code></a></li>
@@ -207,9 +268,12 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.resource.file.html#openssa.l2.resource.file.FileResource.answer"><code class="docutils literal notranslate"><span class="pre">FileResource.answer()</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="openssa.l2.resource.rss.html"><code class="docutils literal notranslate"><span class="pre">RssResource</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="openssa.l2.resource.sensor.html"><code class="docutils literal notranslate"><span class="pre">SensorResource</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="openssa.l2.resource.web.html"><code class="docutils literal notranslate"><span class="pre">WebPageResource</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.resource.rss.html">[future work] RSS Informational Resource</a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.resource.rss.html#openssa.l2.resource.rss.RssResource"><code class="docutils literal notranslate"><span class="pre">RssResource</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.resource.sensor.html">[future work] Sensor Informational Resource</a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.resource.sensor.html#openssa.l2.resource.sensor.SensorResource"><code class="docutils literal notranslate"><span class="pre">SensorResource</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.resource.web.html">[future work] Web Informational Resources</a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.resource.web.html#openssa.l2.resource.web.WebPageResource"><code class="docutils literal notranslate"><span class="pre">WebPageResource</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="openssa.l2.resource.web.html#openssa.l2.resource.web.WebSearchResource"><code class="docutils literal notranslate"><span class="pre">WebSearchResource</span></code></a></li>
 </ul>
 </li>
@@ -217,29 +281,6 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 </li>
 <li class="toctree-l1"><a class="reference internal" href="openssa.l2.task.html">openssa.l2.task namespace</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.html#submodules">Submodules</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="openssa.l2.task.abstract.html"><code class="docutils literal notranslate"><span class="pre">TaskDict</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.ask"><code class="docutils literal notranslate"><span class="pre">TaskDict.ask</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.resources"><code class="docutils literal notranslate"><span class="pre">TaskDict.resources</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.nature"><code class="docutils literal notranslate"><span class="pre">TaskDict.nature</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.status"><code class="docutils literal notranslate"><span class="pre">TaskDict.status</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.result"><code class="docutils literal notranslate"><span class="pre">TaskDict.result</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.dynamic_decomposer"><code class="docutils literal notranslate"><span class="pre">TaskDict.dynamic_decomposer</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask"><code class="docutils literal notranslate"><span class="pre">AbstractTask</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.ask"><code class="docutils literal notranslate"><span class="pre">AbstractTask.ask</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.resources"><code class="docutils literal notranslate"><span class="pre">AbstractTask.resources</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.nature"><code class="docutils literal notranslate"><span class="pre">AbstractTask.nature</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.status"><code class="docutils literal notranslate"><span class="pre">AbstractTask.status</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.result"><code class="docutils literal notranslate"><span class="pre">AbstractTask.result</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.dynamic_decomposer"><code class="docutils literal notranslate"><span class="pre">AbstractTask.dynamic_decomposer</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.from_dict"><code class="docutils literal notranslate"><span class="pre">AbstractTask.from_dict()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.to_json_dict"><code class="docutils literal notranslate"><span class="pre">AbstractTask.to_json_dict()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.from_str"><code class="docutils literal notranslate"><span class="pre">AbstractTask.from_str()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.from_dict_or_str"><code class="docutils literal notranslate"><span class="pre">AbstractTask.from_dict_or_str()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.decompose"><code class="docutils literal notranslate"><span class="pre">AbstractTask.decompose()</span></code></a></li>
-</ul>
-</li>
 <li class="toctree-l3"><a class="reference internal" href="openssa.l2.task.nature.html"><code class="docutils literal notranslate"><span class="pre">TaskNature</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.nature.html#openssa.l2.task.nature.TaskNature.RETRIEVE"><code class="docutils literal notranslate"><span class="pre">TaskNature.RETRIEVE</span></code></a></li>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.nature.html#openssa.l2.task.nature.TaskNature.CALC"><code class="docutils literal notranslate"><span class="pre">TaskNature.CALC</span></code></a></li>
@@ -253,7 +294,30 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.status.html#openssa.l2.task.status.TaskStatus.DONE"><code class="docutils literal notranslate"><span class="pre">TaskStatus.DONE</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="openssa.l2.task.task.html"><code class="docutils literal notranslate"><span class="pre">Task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.task.task.html">TASK</a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict"><code class="docutils literal notranslate"><span class="pre">TaskDict</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.ask"><code class="docutils literal notranslate"><span class="pre">TaskDict.ask</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.resources"><code class="docutils literal notranslate"><span class="pre">TaskDict.resources</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.nature"><code class="docutils literal notranslate"><span class="pre">TaskDict.nature</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.status"><code class="docutils literal notranslate"><span class="pre">TaskDict.status</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.result"><code class="docutils literal notranslate"><span class="pre">TaskDict.result</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.dynamic_decomposer"><code class="docutils literal notranslate"><span class="pre">TaskDict.dynamic_decomposer</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task"><code class="docutils literal notranslate"><span class="pre">Task</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.ask"><code class="docutils literal notranslate"><span class="pre">Task.ask</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.resources"><code class="docutils literal notranslate"><span class="pre">Task.resources</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.nature"><code class="docutils literal notranslate"><span class="pre">Task.nature</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.status"><code class="docutils literal notranslate"><span class="pre">Task.status</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.result"><code class="docutils literal notranslate"><span class="pre">Task.result</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.dynamic_decomposer"><code class="docutils literal notranslate"><span class="pre">Task.dynamic_decomposer</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.from_dict"><code class="docutils literal notranslate"><span class="pre">Task.from_dict()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.to_json_dict"><code class="docutils literal notranslate"><span class="pre">Task.to_json_dict()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.from_str"><code class="docutils literal notranslate"><span class="pre">Task.from_str()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.from_dict_or_str"><code class="docutils literal notranslate"><span class="pre">Task.from_dict_or_str()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.decompose"><code class="docutils literal notranslate"><span class="pre">Task.decompose()</span></code></a></li>
+</ul>
+</li>
 </ul>
 </li>
 </ul>
@@ -269,7 +333,8 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.util.html#subpackages">Subpackages</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="openssa.l2.util.lm.html">openssa.l2.util.lm namespace</a><ul>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.util.lm.html#submodules">Submodules</a><ul>
-<li class="toctree-l5"><a class="reference internal" href="openssa.l2.util.lm.abstract.html"><code class="docutils literal notranslate"><span class="pre">AbstractLM</span></code></a><ul>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.util.lm.abstract.html">Abstract Language Model (LM) Interface</a></li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.util.lm.abstract.html#openssa.l2.util.lm.abstract.AbstractLM"><code class="docutils literal notranslate"><span class="pre">AbstractLM</span></code></a><ul>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.util.lm.abstract.html#openssa.l2.util.lm.abstract.AbstractLM.model"><code class="docutils literal notranslate"><span class="pre">AbstractLM.model</span></code></a></li>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.util.lm.abstract.html#openssa.l2.util.lm.abstract.AbstractLM.api_base"><code class="docutils literal notranslate"><span class="pre">AbstractLM.api_base</span></code></a></li>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.util.lm.abstract.html#openssa.l2.util.lm.abstract.AbstractLM.api_key"><code class="docutils literal notranslate"><span class="pre">AbstractLM.api_key</span></code></a></li>
@@ -278,20 +343,36 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.util.lm.abstract.html#openssa.l2.util.lm.abstract.AbstractLM.get_response"><code class="docutils literal notranslate"><span class="pre">AbstractLM.get_response()</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l5"><a class="reference internal" href="openssa.l2.util.lm.llama.html"><code class="docutils literal notranslate"><span class="pre">LlamaLM</span></code></a><ul>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.util.lm.config.html">Language Model (LM) Configurations</a></li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig"><code class="docutils literal notranslate"><span class="pre">LMConfig</span></code></a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.LLAMA_API_KEY"><code class="docutils literal notranslate"><span class="pre">LMConfig.LLAMA_API_KEY</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.LLAMA_API_URL"><code class="docutils literal notranslate"><span class="pre">LMConfig.LLAMA_API_URL</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.DEFAULT_LLAMA_MODEL"><code class="docutils literal notranslate"><span class="pre">LMConfig.DEFAULT_LLAMA_MODEL</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.OPENAI_API_KEY"><code class="docutils literal notranslate"><span class="pre">LMConfig.OPENAI_API_KEY</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.OPENAI_API_URL"><code class="docutils literal notranslate"><span class="pre">LMConfig.OPENAI_API_URL</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.DEFAULT_OPENAI_MODEL"><code class="docutils literal notranslate"><span class="pre">LMConfig.DEFAULT_OPENAI_MODEL</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.DEFAULT_SEED"><code class="docutils literal notranslate"><span class="pre">LMConfig.DEFAULT_SEED</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.DEFAULT_TEMPERATURE"><code class="docutils literal notranslate"><span class="pre">LMConfig.DEFAULT_TEMPERATURE</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.util.lm.llama.html">Meta Llama LMs</a></li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.util.lm.llama.html#openssa.l2.util.lm.llama.LlamaLM"><code class="docutils literal notranslate"><span class="pre">LlamaLM</span></code></a><ul>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.util.lm.llama.html#openssa.l2.util.lm.llama.LlamaLM.client"><code class="docutils literal notranslate"><span class="pre">LlamaLM.client</span></code></a></li>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.util.lm.llama.html#openssa.l2.util.lm.llama.LlamaLM.from_defaults"><code class="docutils literal notranslate"><span class="pre">LlamaLM.from_defaults()</span></code></a></li>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.util.lm.llama.html#openssa.l2.util.lm.llama.LlamaLM.call"><code class="docutils literal notranslate"><span class="pre">LlamaLM.call()</span></code></a></li>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.util.lm.llama.html#openssa.l2.util.lm.llama.LlamaLM.get_response"><code class="docutils literal notranslate"><span class="pre">LlamaLM.get_response()</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l5"><a class="reference internal" href="openssa.l2.util.lm.openai.html"><code class="docutils literal notranslate"><span class="pre">OpenAILM</span></code></a><ul>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.util.lm.openai.html">OpenAI LMs</a></li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.OpenAILM"><code class="docutils literal notranslate"><span class="pre">OpenAILM</span></code></a><ul>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.OpenAILM.client"><code class="docutils literal notranslate"><span class="pre">OpenAILM.client</span></code></a></li>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.OpenAILM.from_defaults"><code class="docutils literal notranslate"><span class="pre">OpenAILM.from_defaults()</span></code></a></li>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.OpenAILM.call"><code class="docutils literal notranslate"><span class="pre">OpenAILM.call()</span></code></a></li>
 <li class="toctree-l6"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.OpenAILM.get_response"><code class="docutils literal notranslate"><span class="pre">OpenAILM.get_response()</span></code></a></li>
 </ul>
 </li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.default_llama_index_openai_embed_model"><code class="docutils literal notranslate"><span class="pre">default_llama_index_openai_embed_model()</span></code></a></li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.default_llama_index_openai_lm"><code class="docutils literal notranslate"><span class="pre">default_llama_index_openai_lm()</span></code></a></li>
 </ul>
 </li>
 </ul>
@@ -307,23 +388,6 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 </ul>
 </div>
 </section>
-<section id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">¶</a></h2>
-<div class="toctree-wrapper compound">
-<ul>
-<li class="toctree-l1"><a class="reference internal" href="openssa.l2.config.html"><code class="docutils literal notranslate"><span class="pre">Config</span></code></a><ul>
-<li class="toctree-l2"><a class="reference internal" href="openssa.l2.config.html#openssa.l2.config.Config.LLAMA_API_KEY"><code class="docutils literal notranslate"><span class="pre">Config.LLAMA_API_KEY</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="openssa.l2.config.html#openssa.l2.config.Config.LLAMA_API_URL"><code class="docutils literal notranslate"><span class="pre">Config.LLAMA_API_URL</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="openssa.l2.config.html#openssa.l2.config.Config.DEFAULT_LLAMA_MODEL"><code class="docutils literal notranslate"><span class="pre">Config.DEFAULT_LLAMA_MODEL</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="openssa.l2.config.html#openssa.l2.config.Config.OPENAI_API_KEY"><code class="docutils literal notranslate"><span class="pre">Config.OPENAI_API_KEY</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="openssa.l2.config.html#openssa.l2.config.Config.OPENAI_API_URL"><code class="docutils literal notranslate"><span class="pre">Config.OPENAI_API_URL</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="openssa.l2.config.html#openssa.l2.config.Config.DEFAULT_OPENAI_MODEL"><code class="docutils literal notranslate"><span class="pre">Config.DEFAULT_OPENAI_MODEL</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="openssa.l2.config.html#openssa.l2.config.Config.DEFAULT_TEMPERATURE"><code class="docutils literal notranslate"><span class="pre">Config.DEFAULT_TEMPERATURE</span></code></a></li>
-</ul>
-</li>
-</ul>
-</div>
-</section>
 </section>
 
 
diff --git a/openssa.l2.planning.abstract.html b/openssa.l2.planning.abstract.html
index ec633433b..65f66fefb 100644
--- a/openssa.l2.planning.abstract.html
+++ b/openssa.l2.planning.abstract.html
@@ -91,7 +91,8 @@
 <h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">¶</a></h2>
 <div class="toctree-wrapper compound">
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html"><code class="docutils literal notranslate"><span class="pre">PLAN</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html">ABSTRACT TASK PLAN INTERFACE</a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.PLAN"><code class="docutils literal notranslate"><span class="pre">PLAN</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan"><code class="docutils literal notranslate"><span class="pre">AbstractPlan</span></code></a><ul>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan.task"><code class="docutils literal notranslate"><span class="pre">AbstractPlan.task</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan.sub_plans"><code class="docutils literal notranslate"><span class="pre">AbstractPlan.sub_plans</span></code></a></li>
@@ -101,7 +102,8 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Link to this headi
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan.execute"><code class="docutils literal notranslate"><span class="pre">AbstractPlan.execute()</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner</span></code></a><ul>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html">ABSTRACT TASK PLANNER INTERFACE</a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html#openssa.l2.planning.abstract.planner.AbstractPlanner"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner</span></code></a><ul>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html#openssa.l2.planning.abstract.planner.AbstractPlanner.lm"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner.lm</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html#openssa.l2.planning.abstract.planner.AbstractPlanner.max_depth"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner.max_depth</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html#openssa.l2.planning.abstract.planner.AbstractPlanner.max_subtasks_per_decomp"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner.max_subtasks_per_decomp</span></code></a></li>
diff --git a/openssa.l2.planning.abstract.plan.html b/openssa.l2.planning.abstract.plan.html
index 8127ec111..e0e136691 100644
--- a/openssa.l2.planning.abstract.plan.html
+++ b/openssa.l2.planning.abstract.plan.html
@@ -4,7 +4,7 @@
     <meta charset="utf-8">
     <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-      <title>&lt;no title&gt;</title>
+      <title>ABSTRACT TASK PLAN INTERFACE</title>
     
           <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
@@ -74,7 +74,7 @@
   <ul class="breadcrumbs">
     <li><a href="index.html">Docs</a> &raquo;</li>
     
-    <li>&lt;no title&gt;</li>
+    <li>ABSTRACT TASK PLAN INTERFACE</li>
   </ul>
   
 
@@ -85,22 +85,28 @@
 <hr>
           <div class="content" role="main" v-pre>
             
-  <p id="module-openssa.l2.planning.abstract.plan">Abstract Plan.</p>
+  <section id="abstract-task-plan-interface">
+<span id="module-openssa.l2.planning.abstract.plan"></span><h1>ABSTRACT TASK PLAN INTERFACE<a class="headerlink" href="#abstract-task-plan-interface" title="Link to this heading">¶</a></h1>
+<p><cite>AbstractPlan</cite> is <cite>OpenSSA</cite>’s abstract base class for problem-solving task plans.</p>
+<p>A plan has a target <cite>task</cite> to solve, and can contain decomposed <cite>sub_plans</cite> for solving that <cite>task</cite>.</p>
+<p>A plan can be executed through its own <cite>.execute(…)</cite> method,
+by a specified Reasoner that optionally takes into account some given domain-specific Knowledge and/or other results.
+The plan execution returns a string result.</p>
+</section>
 <dl class="py class">
 <dt class="sig sig-object py" id="openssa.l2.planning.abstract.plan.PLAN">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.planning.abstract.plan.</span></span><span class="sig-name descname"><span class="pre">PLAN</span></span><a class="headerlink" href="#openssa.l2.planning.abstract.plan.PLAN" title="Link to this definition">¶</a></dt>
 <dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">SimpleNamespace</span></code></p>
-<p>Plan Repr.</p>
 </dd></dl>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="openssa.l2.planning.abstract.plan.AbstractPlan">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.planning.abstract.plan.</span></span><span class="sig-name descname"><span class="pre">AbstractPlan</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task:</span> <span class="pre">ATask</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sub_plans:</span> <span class="pre">list[Self]</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.l2.planning.abstract.plan.AbstractPlan" title="Link to this definition">¶</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.planning.abstract.plan.</span></span><span class="sig-name descname"><span class="pre">AbstractPlan</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task:</span> <span class="pre">Task</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sub_plans:</span> <span class="pre">list[Self]</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.l2.planning.abstract.plan.AbstractPlan" title="Link to this definition">¶</a></dt>
 <dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">ABC</span></code></p>
 <p>Abstract Plan.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="openssa.l2.planning.abstract.plan.AbstractPlan.task">
-<span class="sig-name descname"><span class="pre">task</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ATask</span></em><a class="headerlink" href="#openssa.l2.planning.abstract.plan.AbstractPlan.task" title="Link to this definition">¶</a></dt>
+<span class="sig-name descname"><span class="pre">task</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task" title="openssa.l2.task.task.Task"><span class="pre">Task</span></a></em><a class="headerlink" href="#openssa.l2.planning.abstract.plan.AbstractPlan.task" title="Link to this definition">¶</a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -116,18 +122,20 @@
 <dl class="py property">
 <dt class="sig sig-object py" id="openssa.l2.planning.abstract.plan.AbstractPlan.quick_repr">
 <em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">quick_repr</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#openssa.l2.planning.abstract.plan.PLAN" title="openssa.l2.planning.abstract.plan.PLAN"><span class="pre">PLAN</span></a></em><a class="headerlink" href="#openssa.l2.planning.abstract.plan.AbstractPlan.quick_repr" title="Link to this definition">¶</a></dt>
-<dd></dd></dl>
+<dd><p>Quick, pretty-formattable/printable namespace representation.</p>
+</dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="openssa.l2.planning.abstract.plan.AbstractPlan.pformat">
 <em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">pformat</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#openssa.l2.planning.abstract.plan.AbstractPlan.pformat" title="Link to this definition">¶</a></dt>
-<dd></dd></dl>
+<dd><p>Pretty-formatted string representation.</p>
+</dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="openssa.l2.planning.abstract.plan.AbstractPlan.execute">
 <em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">execute</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">reasoner</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">AReasoner</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">knowledge</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">set</span><span class="p"><span class="pre">[</span></span><span class="pre">Knowledge</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">other_results</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">AskAnsPair</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="headerlink" href="#openssa.l2.planning.abstract.plan.AbstractPlan.execute" title="Link to this definition">¶</a></dt>
-<dd><p>Execute and return result, using specified Reasoner and Knowledge to work through involved Task &amp; Sub-Tasks.</p>
-<p>Execution also optionally takes into account potentially-relevant other results from elsewhere.</p>
+<dd><p>Execute and return string result, using specified Reasoner to work through involved Task &amp; Sub-Tasks.</p>
+<p>Execution also optionally takes into account domain-specific Knowledge and/or potentially elevant other results.</p>
 </dd></dl>
 
 </dd></dl>
diff --git a/openssa.l2.planning.abstract.planner.html b/openssa.l2.planning.abstract.planner.html
index a806341d8..543cf0c72 100644
--- a/openssa.l2.planning.abstract.planner.html
+++ b/openssa.l2.planning.abstract.planner.html
@@ -4,7 +4,7 @@
     <meta charset="utf-8">
     <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-      <title>&lt;no title&gt;</title>
+      <title>ABSTRACT TASK PLANNER INTERFACE</title>
     
           <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
@@ -74,7 +74,7 @@
   <ul class="breadcrumbs">
     <li><a href="index.html">Docs</a> &raquo;</li>
     
-    <li>&lt;no title&gt;</li>
+    <li>ABSTRACT TASK PLANNER INTERFACE</li>
   </ul>
   
 
@@ -85,7 +85,12 @@
 <hr>
           <div class="content" role="main" v-pre>
             
-  <p id="module-openssa.l2.planning.abstract.planner">Abstract Planner.</p>
+  <section id="abstract-task-planner-interface">
+<span id="module-openssa.l2.planning.abstract.planner"></span><h1>ABSTRACT TASK PLANNER INTERFACE<a class="headerlink" href="#abstract-task-planner-interface" title="Link to this heading">¶</a></h1>
+<p><cite>AbstractPlanner</cite> is <cite>OpenSSA</cite>’s abstract base class for using LMs to create or update problem-solving task plans.</p>
+<p>A planner has an LM for generating new or updated task plans,
+the complexity of which is controlled by at least 2 key parameters <cite>max_depth</cite> and <cite>max_subtasks_per_decomp</cite>.</p>
+</section>
 <dl class="py class">
 <dt class="sig sig-object py" id="openssa.l2.planning.abstract.planner.AbstractPlanner">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.planning.abstract.planner.</span></span><span class="sig-name descname"><span class="pre">AbstractPlanner</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">lm:</span> <span class="pre">AnLM</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_depth:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_subtasks_per_decomp:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">3</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.l2.planning.abstract.planner.AbstractPlanner" title="Link to this definition">¶</a></dt>
@@ -109,25 +114,25 @@
 <dl class="py method">
 <dt class="sig sig-object py" id="openssa.l2.planning.abstract.planner.AbstractPlanner.one_level_deep">
 <span class="sig-name descname"><span class="pre">one_level_deep</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="headerlink" href="#openssa.l2.planning.abstract.planner.AbstractPlanner.one_level_deep" title="Link to this definition">¶</a></dt>
-<dd><p>Get 1-level-deep Planner.</p>
+<dd><p>Get 1-level-deep Planner with same other parameters.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="openssa.l2.planning.abstract.planner.AbstractPlanner.one_fewer_level_deep">
 <span class="sig-name descname"><span class="pre">one_fewer_level_deep</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="headerlink" href="#openssa.l2.planning.abstract.planner.AbstractPlanner.one_fewer_level_deep" title="Link to this definition">¶</a></dt>
-<dd><p>Get 1-fewer-level-deep Planner.</p>
+<dd><p>Get 1-fewer-level-deep Planner with same other parameters.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="openssa.l2.planning.abstract.planner.AbstractPlanner.plan">
 <em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">plan</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">problem</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">knowledge</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">set</span><span class="p"><span class="pre">[</span></span><span class="pre">Knowledge</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resources</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">set</span><span class="p"><span class="pre">[</span></span><span class="pre">AResource</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">APlan</span></span></span><a class="headerlink" href="#openssa.l2.planning.abstract.planner.AbstractPlanner.plan" title="Link to this definition">¶</a></dt>
-<dd><p>Make Plan for solving posed Problem using Knowledge &amp; Informational Resources.</p>
+<dd><p>Make Plan for solving posed Problem using given Knowledge &amp; Informational Resources.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="openssa.l2.planning.abstract.planner.AbstractPlanner.update_plan_resources">
 <em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">update_plan_resources</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">plan</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">APlan</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">problem</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resources</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">set</span><span class="p"><span class="pre">[</span></span><span class="pre">AResource</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">knowledge</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">set</span><span class="p"><span class="pre">[</span></span><span class="pre">Knowledge</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">APlan</span></span></span><a class="headerlink" href="#openssa.l2.planning.abstract.planner.AbstractPlanner.update_plan_resources" title="Link to this definition">¶</a></dt>
-<dd><p>Make updated Plan for solving posed Problem using Knowledge &amp; relevant Informational Resources.</p>
+<dd><p>Make updated Plan for solving posed Problem using given Knowledge &amp; relevant Informational Resources.</p>
 </dd></dl>
 
 </dd></dl>
diff --git a/openssa.l2.planning.hierarchical.html b/openssa.l2.planning.hierarchical.html
index 302c3c1fc..3881c2b26 100644
--- a/openssa.l2.planning.hierarchical.html
+++ b/openssa.l2.planning.hierarchical.html
@@ -91,14 +91,16 @@
 <h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">¶</a></h2>
 <div class="toctree-wrapper compound">
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html"><code class="docutils literal notranslate"><span class="pre">HTP</span></code></a><ul>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html">HIERARCHICAL TASK PLAN (HTP)</a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html#openssa.l2.planning.hierarchical.plan.HTP"><code class="docutils literal notranslate"><span class="pre">HTP</span></code></a><ul>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html#openssa.l2.planning.hierarchical.plan.HTP.from_dict"><code class="docutils literal notranslate"><span class="pre">HTP.from_dict()</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html#openssa.l2.planning.hierarchical.plan.HTP.to_dict"><code class="docutils literal notranslate"><span class="pre">HTP.to_dict()</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html#openssa.l2.planning.hierarchical.plan.HTP.fix_missing_resources"><code class="docutils literal notranslate"><span class="pre">HTP.fix_missing_resources()</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html#openssa.l2.planning.hierarchical.plan.HTP.execute"><code class="docutils literal notranslate"><span class="pre">HTP.execute()</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="openssa.l2.planning.hierarchical.planner.html"><code class="docutils literal notranslate"><span class="pre">AutoHTPlanner</span></code></a><ul>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.planning.hierarchical.planner.html">AUTOMATED (GENERATIVE) HIERARCHICAL TASK PLANNER</a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.planning.hierarchical.planner.html#openssa.l2.planning.hierarchical.planner.AutoHTPlanner"><code class="docutils literal notranslate"><span class="pre">AutoHTPlanner</span></code></a><ul>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.planning.hierarchical.planner.html#openssa.l2.planning.hierarchical.planner.AutoHTPlanner.plan"><code class="docutils literal notranslate"><span class="pre">AutoHTPlanner.plan()</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.planning.hierarchical.planner.html#openssa.l2.planning.hierarchical.planner.AutoHTPlanner.update_plan_resources"><code class="docutils literal notranslate"><span class="pre">AutoHTPlanner.update_plan_resources()</span></code></a></li>
 </ul>
diff --git a/openssa.l2.planning.hierarchical.plan.html b/openssa.l2.planning.hierarchical.plan.html
index 9d5f3cbc4..b9a96d53d 100644
--- a/openssa.l2.planning.hierarchical.plan.html
+++ b/openssa.l2.planning.hierarchical.plan.html
@@ -4,7 +4,7 @@
     <meta charset="utf-8">
     <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-      <title>&lt;no title&gt;</title>
+      <title>HIERARCHICAL TASK PLAN (HTP)</title>
     
           <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
@@ -74,7 +74,7 @@
   <ul class="breadcrumbs">
     <li><a href="index.html">Docs</a> &raquo;</li>
     
-    <li>&lt;no title&gt;</li>
+    <li>HIERARCHICAL TASK PLAN (HTP)</li>
   </ul>
   
 
@@ -85,10 +85,19 @@
 <hr>
           <div class="content" role="main" v-pre>
             
-  <p id="module-openssa.l2.planning.hierarchical.plan">Hierarchical Task Plan (HTP).</p>
+  <section id="hierarchical-task-plan-htp">
+<span id="module-openssa.l2.planning.hierarchical.plan"></span><h1>HIERARCHICAL TASK PLAN (HTP)<a class="headerlink" href="#hierarchical-task-plan-htp" title="Link to this heading">¶</a></h1>
+<p><cite>HTP</cite> is <cite>OpenSSA</cite>’s default problem-solving task plan structure.</p>
+<p>A HTP instance is a tree, in which each node can be decomposed into a number of supporting sub-HTPs,
+each targeting to solve a supporting sub-task.</p>
+<p>HTP execution involves using a specified Reasoner
+to work through sub-tasks from the lowest levels and roll up results up to the top level.</p>
+<p>There is also a horizontal results-sharing mechanism
+to enable the execution of a subsequent HTP node to benefit from results from earlier nodes at the same depth level.</p>
+</section>
 <dl class="py class">
 <dt class="sig sig-object py" id="openssa.l2.planning.hierarchical.plan.HTP">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.planning.hierarchical.plan.</span></span><span class="sig-name descname"><span class="pre">HTP</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task:</span> <span class="pre">ATask</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sub_plans:</span> <span class="pre">list[Self]</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.l2.planning.hierarchical.plan.HTP" title="Link to this definition">¶</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.planning.hierarchical.plan.</span></span><span class="sig-name descname"><span class="pre">HTP</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task:</span> <span class="pre">~openssa.l2.task.task.Task</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sub_plans:</span> <span class="pre">list[~typing.Self]</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.l2.planning.hierarchical.plan.HTP" title="Link to this definition">¶</a></dt>
 <dd><p>Bases: <a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan" title="openssa.l2.planning.abstract.plan.AbstractPlan"><code class="xref py py-class docutils literal notranslate"><span class="pre">AbstractPlan</span></code></a></p>
 <p>Hierarchical Task Plan (HTP).</p>
 <dl class="py method">
@@ -112,8 +121,8 @@
 <dl class="py method">
 <dt class="sig sig-object py" id="openssa.l2.planning.hierarchical.plan.HTP.execute">
 <span class="sig-name descname"><span class="pre">execute</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">reasoner</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">AReasoner</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">knowledge</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">set</span><span class="p"><span class="pre">[</span></span><span class="pre">Knowledge</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">other_results</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">AskAnsPair</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="headerlink" href="#openssa.l2.planning.hierarchical.plan.HTP.execute" title="Link to this definition">¶</a></dt>
-<dd><p>Execute and return result, using specified Reasoner to work through involved Task &amp; Sub-Tasks.</p>
-<p>Execution also optionally takes into account potentially-relevant other results from elsewhere.</p>
+<dd><p>Execute and return string result, using specified Reasoner to work through involved Task &amp; Sub-Tasks.</p>
+<p>Execution also optionally takes into account domain-specific Knowledge and/or potentially elevant other results.</p>
 </dd></dl>
 
 </dd></dl>
diff --git a/openssa.l2.planning.hierarchical.planner.html b/openssa.l2.planning.hierarchical.planner.html
index 983b6fd86..0ed6d9337 100644
--- a/openssa.l2.planning.hierarchical.planner.html
+++ b/openssa.l2.planning.hierarchical.planner.html
@@ -4,7 +4,7 @@
     <meta charset="utf-8">
     <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-      <title>&lt;no title&gt;</title>
+      <title>AUTOMATED (GENERATIVE) HIERARCHICAL TASK PLANNER</title>
     
           <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
@@ -74,7 +74,7 @@
   <ul class="breadcrumbs">
     <li><a href="index.html">Docs</a> &raquo;</li>
     
-    <li>&lt;no title&gt;</li>
+    <li>AUTOMATED (GENERATIVE) HIERARCHICAL TASK PLANNER</li>
   </ul>
   
 
@@ -85,7 +85,12 @@
 <hr>
           <div class="content" role="main" v-pre>
             
-  <p id="module-openssa.l2.planning.hierarchical.planner">Automated (Generative) Hierarchical Task Planner.</p>
+  <section id="automated-generative-hierarchical-task-planner">
+<span id="module-openssa.l2.planning.hierarchical.planner"></span><h1>AUTOMATED (GENERATIVE) HIERARCHICAL TASK PLANNER<a class="headerlink" href="#automated-generative-hierarchical-task-planner" title="Link to this heading">¶</a></h1>
+<p><cite>AutoHTPlanner</cite> is <cite>OpenSSA</cite>’s default Planner to create and update problem-solving HTPs.</p>
+<p>Such a planner has an LM for generating new or updated task HTPs,
+the complexity of which is controlled by 2 key parameters <cite>max_depth</cite> and <cite>max_subtasks_per_decomp</cite>.</p>
+</section>
 <dl class="py class">
 <dt class="sig sig-object py" id="openssa.l2.planning.hierarchical.planner.AutoHTPlanner">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.planning.hierarchical.planner.</span></span><span class="sig-name descname"><span class="pre">AutoHTPlanner</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">lm:</span> <span class="pre">AnLM</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_depth:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_subtasks_per_decomp:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">3</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.l2.planning.hierarchical.planner.AutoHTPlanner" title="Link to this definition">¶</a></dt>
@@ -94,13 +99,13 @@
 <dl class="py method">
 <dt class="sig sig-object py" id="openssa.l2.planning.hierarchical.planner.AutoHTPlanner.plan">
 <span class="sig-name descname"><span class="pre">plan</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">problem</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">knowledge</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">set</span><span class="p"><span class="pre">[</span></span><span class="pre">Knowledge</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resources</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">set</span><span class="p"><span class="pre">[</span></span><span class="pre">AResource</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html#openssa.l2.planning.hierarchical.plan.HTP" title="openssa.l2.planning.hierarchical.plan.HTP"><span class="pre">HTP</span></a></span></span><a class="headerlink" href="#openssa.l2.planning.hierarchical.planner.AutoHTPlanner.plan" title="Link to this definition">¶</a></dt>
-<dd><p>Make HTP for solving posed Problem.</p>
+<dd><p>Make HTP for solving posed Problem with given Knowledge and Informational Resources.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="openssa.l2.planning.hierarchical.planner.AutoHTPlanner.update_plan_resources">
 <span class="sig-name descname"><span class="pre">update_plan_resources</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">plan</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html#openssa.l2.planning.hierarchical.plan.HTP" title="openssa.l2.planning.hierarchical.plan.HTP"><span class="pre">HTP</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">problem</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resources</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">set</span><span class="p"><span class="pre">[</span></span><span class="pre">AResource</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">knowledge</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">set</span><span class="p"><span class="pre">[</span></span><span class="pre">Knowledge</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html#openssa.l2.planning.hierarchical.plan.HTP" title="openssa.l2.planning.hierarchical.plan.HTP"><span class="pre">HTP</span></a></span></span><a class="headerlink" href="#openssa.l2.planning.hierarchical.planner.AutoHTPlanner.update_plan_resources" title="Link to this definition">¶</a></dt>
-<dd><p>Make updated HTP for solving posed Problem with relevant Informational Resources.</p>
+<dd><p>Make updated HTP for solving posed Problem with given Knowledge and Informational Resources.</p>
 </dd></dl>
 
 </dd></dl>
diff --git a/openssa.l2.planning.html b/openssa.l2.planning.html
index da8145c6b..4361c38ad 100644
--- a/openssa.l2.planning.html
+++ b/openssa.l2.planning.html
@@ -93,7 +93,8 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="openssa.l2.planning.abstract.html">openssa.l2.planning.abstract namespace</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.planning.abstract.html#submodules">Submodules</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html"><code class="docutils literal notranslate"><span class="pre">PLAN</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html">ABSTRACT TASK PLAN INTERFACE</a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.PLAN"><code class="docutils literal notranslate"><span class="pre">PLAN</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan"><code class="docutils literal notranslate"><span class="pre">AbstractPlan</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan.task"><code class="docutils literal notranslate"><span class="pre">AbstractPlan.task</span></code></a></li>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan.sub_plans"><code class="docutils literal notranslate"><span class="pre">AbstractPlan.sub_plans</span></code></a></li>
@@ -103,7 +104,8 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan.execute"><code class="docutils literal notranslate"><span class="pre">AbstractPlan.execute()</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html">ABSTRACT TASK PLANNER INTERFACE</a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html#openssa.l2.planning.abstract.planner.AbstractPlanner"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html#openssa.l2.planning.abstract.planner.AbstractPlanner.lm"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner.lm</span></code></a></li>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html#openssa.l2.planning.abstract.planner.AbstractPlanner.max_depth"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner.max_depth</span></code></a></li>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.planning.abstract.planner.html#openssa.l2.planning.abstract.planner.AbstractPlanner.max_subtasks_per_decomp"><code class="docutils literal notranslate"><span class="pre">AbstractPlanner.max_subtasks_per_decomp</span></code></a></li>
@@ -119,14 +121,16 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 </li>
 <li class="toctree-l1"><a class="reference internal" href="openssa.l2.planning.hierarchical.html">openssa.l2.planning.hierarchical namespace</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.planning.hierarchical.html#submodules">Submodules</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html"><code class="docutils literal notranslate"><span class="pre">HTP</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html">HIERARCHICAL TASK PLAN (HTP)</a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html#openssa.l2.planning.hierarchical.plan.HTP"><code class="docutils literal notranslate"><span class="pre">HTP</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html#openssa.l2.planning.hierarchical.plan.HTP.from_dict"><code class="docutils literal notranslate"><span class="pre">HTP.from_dict()</span></code></a></li>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html#openssa.l2.planning.hierarchical.plan.HTP.to_dict"><code class="docutils literal notranslate"><span class="pre">HTP.to_dict()</span></code></a></li>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html#openssa.l2.planning.hierarchical.plan.HTP.fix_missing_resources"><code class="docutils literal notranslate"><span class="pre">HTP.fix_missing_resources()</span></code></a></li>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.planning.hierarchical.plan.html#openssa.l2.planning.hierarchical.plan.HTP.execute"><code class="docutils literal notranslate"><span class="pre">HTP.execute()</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="openssa.l2.planning.hierarchical.planner.html"><code class="docutils literal notranslate"><span class="pre">AutoHTPlanner</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.planning.hierarchical.planner.html">AUTOMATED (GENERATIVE) HIERARCHICAL TASK PLANNER</a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.planning.hierarchical.planner.html#openssa.l2.planning.hierarchical.planner.AutoHTPlanner"><code class="docutils literal notranslate"><span class="pre">AutoHTPlanner</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.planning.hierarchical.planner.html#openssa.l2.planning.hierarchical.planner.AutoHTPlanner.plan"><code class="docutils literal notranslate"><span class="pre">AutoHTPlanner.plan()</span></code></a></li>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.planning.hierarchical.planner.html#openssa.l2.planning.hierarchical.planner.AutoHTPlanner.update_plan_resources"><code class="docutils literal notranslate"><span class="pre">AutoHTPlanner.update_plan_resources()</span></code></a></li>
 </ul>
@@ -137,8 +141,10 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 </li>
 <li class="toctree-l1"><a class="reference internal" href="openssa.l2.planning.map_reduce.html">openssa.l2.planning.map_reduce namespace</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.planning.map_reduce.html#submodules">Submodules</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="openssa.l2.planning.map_reduce.plan.html"><code class="docutils literal notranslate"><span class="pre">MRTP</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="openssa.l2.planning.map_reduce.planner.html"><code class="docutils literal notranslate"><span class="pre">AutoMRTPlanner</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.planning.map_reduce.plan.html">[future work] Map-Reduce Task Plan</a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.planning.map_reduce.plan.html#openssa.l2.planning.map_reduce.plan.MRTP"><code class="docutils literal notranslate"><span class="pre">MRTP</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.planning.map_reduce.planner.html">[future work] Automated (Generative) Map-Reduce Task Planner</a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.planning.map_reduce.planner.html#openssa.l2.planning.map_reduce.planner.AutoMRTPlanner"><code class="docutils literal notranslate"><span class="pre">AutoMRTPlanner</span></code></a></li>
 </ul>
 </li>
 </ul>
diff --git a/openssa.l2.planning.map_reduce.html b/openssa.l2.planning.map_reduce.html
index 466ad20bc..2fa0bbfbe 100644
--- a/openssa.l2.planning.map_reduce.html
+++ b/openssa.l2.planning.map_reduce.html
@@ -91,8 +91,10 @@
 <h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">¶</a></h2>
 <div class="toctree-wrapper compound">
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="openssa.l2.planning.map_reduce.plan.html"><code class="docutils literal notranslate"><span class="pre">MRTP</span></code></a></li>
-<li class="toctree-l1"><a class="reference internal" href="openssa.l2.planning.map_reduce.planner.html"><code class="docutils literal notranslate"><span class="pre">AutoMRTPlanner</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.planning.map_reduce.plan.html">[future work] Map-Reduce Task Plan</a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.planning.map_reduce.plan.html#openssa.l2.planning.map_reduce.plan.MRTP"><code class="docutils literal notranslate"><span class="pre">MRTP</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.planning.map_reduce.planner.html">[future work] Automated (Generative) Map-Reduce Task Planner</a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.planning.map_reduce.planner.html#openssa.l2.planning.map_reduce.planner.AutoMRTPlanner"><code class="docutils literal notranslate"><span class="pre">AutoMRTPlanner</span></code></a></li>
 </ul>
 </div>
 </section>
diff --git a/openssa.l2.planning.map_reduce.plan.html b/openssa.l2.planning.map_reduce.plan.html
index b67a3c861..9dd4e1fee 100644
--- a/openssa.l2.planning.map_reduce.plan.html
+++ b/openssa.l2.planning.map_reduce.plan.html
@@ -4,7 +4,7 @@
     <meta charset="utf-8">
     <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-      <title>&lt;no title&gt;</title>
+      <title>[future work] Map-Reduce Task Plan</title>
     
           <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
@@ -74,7 +74,7 @@
   <ul class="breadcrumbs">
     <li><a href="index.html">Docs</a> &raquo;</li>
     
-    <li>&lt;no title&gt;</li>
+    <li>[future work] Map-Reduce Task Plan</li>
   </ul>
   
 
@@ -85,10 +85,12 @@
 <hr>
           <div class="content" role="main" v-pre>
             
-  <p id="module-openssa.l2.planning.map_reduce.plan">Map-Reduce Task Plan (MRTP).</p>
+  <section id="future-work-map-reduce-task-plan">
+<span id="module-openssa.l2.planning.map_reduce.plan"></span><h1>[future work] Map-Reduce Task Plan<a class="headerlink" href="#future-work-map-reduce-task-plan" title="Link to this heading">¶</a></h1>
+</section>
 <dl class="py class">
 <dt class="sig sig-object py" id="openssa.l2.planning.map_reduce.plan.MRTP">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.planning.map_reduce.plan.</span></span><span class="sig-name descname"><span class="pre">MRTP</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task:</span> <span class="pre">ATask</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sub_plans:</span> <span class="pre">list[Self]</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.l2.planning.map_reduce.plan.MRTP" title="Link to this definition">¶</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.planning.map_reduce.plan.</span></span><span class="sig-name descname"><span class="pre">MRTP</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task:</span> <span class="pre">Task</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sub_plans:</span> <span class="pre">list[Self]</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.l2.planning.map_reduce.plan.MRTP" title="Link to this definition">¶</a></dt>
 <dd><p>Bases: <a class="reference internal" href="openssa.l2.planning.abstract.plan.html#openssa.l2.planning.abstract.plan.AbstractPlan" title="openssa.l2.planning.abstract.plan.AbstractPlan"><code class="xref py py-class docutils literal notranslate"><span class="pre">AbstractPlan</span></code></a></p>
 <p>Map-Reduce Task Plan (MRTP).</p>
 </dd></dl>
diff --git a/openssa.l2.planning.map_reduce.planner.html b/openssa.l2.planning.map_reduce.planner.html
index 61b993522..0879e6cab 100644
--- a/openssa.l2.planning.map_reduce.planner.html
+++ b/openssa.l2.planning.map_reduce.planner.html
@@ -4,7 +4,7 @@
     <meta charset="utf-8">
     <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-      <title>&lt;no title&gt;</title>
+      <title>[future work] Automated (Generative) Map-Reduce Task Planner</title>
     
           <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
@@ -74,7 +74,7 @@
   <ul class="breadcrumbs">
     <li><a href="index.html">Docs</a> &raquo;</li>
     
-    <li>&lt;no title&gt;</li>
+    <li>[future work] Automated (Generative) Map-Reduce Task Planner</li>
   </ul>
   
 
@@ -85,7 +85,9 @@
 <hr>
           <div class="content" role="main" v-pre>
             
-  <p id="module-openssa.l2.planning.map_reduce.planner">Automated Map-Reduce Task Planner.</p>
+  <section id="future-work-automated-generative-map-reduce-task-planner">
+<span id="module-openssa.l2.planning.map_reduce.planner"></span><h1>[future work] Automated (Generative) Map-Reduce Task Planner<a class="headerlink" href="#future-work-automated-generative-map-reduce-task-planner" title="Link to this heading">¶</a></h1>
+</section>
 <dl class="py class">
 <dt class="sig sig-object py" id="openssa.l2.planning.map_reduce.planner.AutoMRTPlanner">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.planning.map_reduce.planner.</span></span><span class="sig-name descname"><span class="pre">AutoMRTPlanner</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">lm:</span> <span class="pre">AnLM</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_depth:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_subtasks_per_decomp:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">3</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.l2.planning.map_reduce.planner.AutoMRTPlanner" title="Link to this definition">¶</a></dt>
diff --git a/openssa.l2.reasoning.abstract.html b/openssa.l2.reasoning.abstract.html
index c60d3566e..3710279a8 100644
--- a/openssa.l2.reasoning.abstract.html
+++ b/openssa.l2.reasoning.abstract.html
@@ -4,7 +4,7 @@
     <meta charset="utf-8">
     <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-      <title>&lt;no title&gt;</title>
+      <title>ABSTRACT REASONER INTERFACE</title>
     
           <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
@@ -74,7 +74,7 @@
   <ul class="breadcrumbs">
     <li><a href="index.html">Docs</a> &raquo;</li>
     
-    <li>&lt;no title&gt;</li>
+    <li>ABSTRACT REASONER INTERFACE</li>
   </ul>
   
 
@@ -85,7 +85,13 @@
 <hr>
           <div class="content" role="main" v-pre>
             
-  <p id="module-openssa.l2.reasoning.abstract">Abstract Reasoner.</p>
+  <section id="abstract-reasoner-interface">
+<span id="module-openssa.l2.reasoning.abstract"></span><h1>ABSTRACT REASONER INTERFACE<a class="headerlink" href="#abstract-reasoner-interface" title="Link to this heading">¶</a></h1>
+<p><cite>AbstractReasoner</cite> is <cite>OpenSSA</cite>’s abstract base class for reasoning.</p>
+<p>A reasoner has an LM and can <cite>.reason(…)</cite> through a given task (which can come with assigned informational resources),
+optionally leveraging some given domain-specific knowledge and/or some other results from elsewhere,
+and return a conclusion in string.</p>
+</section>
 <dl class="py class">
 <dt class="sig sig-object py" id="openssa.l2.reasoning.abstract.AbstractReasoner">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.reasoning.abstract.</span></span><span class="sig-name descname"><span class="pre">AbstractReasoner</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">lm:</span> <span class="pre">AnLM</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.l2.reasoning.abstract.AbstractReasoner" title="Link to this definition">¶</a></dt>
@@ -98,8 +104,8 @@
 
 <dl class="py method">
 <dt class="sig sig-object py" id="openssa.l2.reasoning.abstract.AbstractReasoner.reason">
-<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">reason</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ATask</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">knowledge</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">set</span><span class="p"><span class="pre">[</span></span><span class="pre">Knowledge</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">other_results</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">AskAnsPair</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_words</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1000</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="headerlink" href="#openssa.l2.reasoning.abstract.AbstractReasoner.reason" title="Link to this definition">¶</a></dt>
-<dd><p>Work through Task and return conclusion.</p>
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">reason</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task" title="openssa.l2.task.task.Task"><span class="pre">Task</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">knowledge</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">set</span><span class="p"><span class="pre">[</span></span><span class="pre">Knowledge</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">other_results</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">AskAnsPair</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_words</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1000</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="headerlink" href="#openssa.l2.reasoning.abstract.AbstractReasoner.reason" title="Link to this definition">¶</a></dt>
+<dd><p>Work through Task and return conclusion in string.</p>
 </dd></dl>
 
 </dd></dl>
diff --git a/openssa.l2.reasoning.base.html b/openssa.l2.reasoning.base.html
index 57e122f9f..8701a88e8 100644
--- a/openssa.l2.reasoning.base.html
+++ b/openssa.l2.reasoning.base.html
@@ -87,7 +87,12 @@
             
   <section id="module-openssa.l2.reasoning.base">
 <span id="openssa-l2-reasoning-base-package"></span><h1>openssa.l2.reasoning.base package<a class="headerlink" href="#module-openssa.l2.reasoning.base" title="Link to this heading">¶</a></h1>
-<p>Base Reasoner.</p>
+<section id="base-reasoner">
+<h2>BASE REASONER<a class="headerlink" href="#base-reasoner" title="Link to this heading">¶</a></h2>
+<p><cite>BaseReasoner</cite> is <cite>OpenSSA</cite>’s basic reasoning implementation,
+which simply forwards posed problems/questions/tasks to available informational resources,
+and aggregates answers from such resources without much further analysis.</p>
+</section>
 <dl class="py class">
 <dt class="sig sig-object py" id="openssa.l2.reasoning.base.BaseReasoner">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.reasoning.base.</span></span><span class="sig-name descname"><span class="pre">BaseReasoner</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">lm:</span> <span class="pre">AnLM</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.l2.reasoning.base.BaseReasoner" title="Link to this definition">¶</a></dt>
@@ -95,10 +100,11 @@
 <p>Base Reasoner.</p>
 <dl class="py method">
 <dt class="sig sig-object py" id="openssa.l2.reasoning.base.BaseReasoner.reason">
-<span class="sig-name descname"><span class="pre">reason</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ATask</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">knowledge</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">set</span><span class="p"><span class="pre">[</span></span><span class="pre">Knowledge</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">other_results</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">AskAnsPair</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_words</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1000</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="headerlink" href="#openssa.l2.reasoning.base.BaseReasoner.reason" title="Link to this definition">¶</a></dt>
-<dd><p>Work through Task and return conclusion.</p>
-<p>Simply forward the question/problem to Task’s available Information Resources,
+<span class="sig-name descname"><span class="pre">reason</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task" title="openssa.l2.task.task.Task"><span class="pre">Task</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">knowledge</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">set</span><span class="p"><span class="pre">[</span></span><span class="pre">Knowledge</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">other_results</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">AskAnsPair</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_words</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1000</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="headerlink" href="#openssa.l2.reasoning.base.BaseReasoner.reason" title="Link to this definition">¶</a></dt>
+<dd><p>Work through Task and return conclusion in string.</p>
+<p>Simply forward question/problem to Task’s available Information Resources,
 and then consolidate results from them.</p>
+<p>Optionally take into account given Knowledge and/or other results.</p>
 </dd></dl>
 
 </dd></dl>
diff --git a/openssa.l2.reasoning.html b/openssa.l2.reasoning.html
index 77e2fb8e6..be1e285dd 100644
--- a/openssa.l2.reasoning.html
+++ b/openssa.l2.reasoning.html
@@ -92,6 +92,7 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 <div class="toctree-wrapper compound">
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="openssa.l2.reasoning.base.html">openssa.l2.reasoning.base package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.reasoning.base.html#base-reasoner">BASE REASONER</a></li>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.reasoning.base.html#openssa.l2.reasoning.base.BaseReasoner"><code class="docutils literal notranslate"><span class="pre">BaseReasoner</span></code></a><ul>
 <li class="toctree-l3"><a class="reference internal" href="openssa.l2.reasoning.base.html#openssa.l2.reasoning.base.BaseReasoner.reason"><code class="docutils literal notranslate"><span class="pre">BaseReasoner.reason()</span></code></a></li>
 </ul>
@@ -99,17 +100,9 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="openssa.l2.reasoning.ooda.html">openssa.l2.reasoning.ooda package</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OrientResult"><code class="docutils literal notranslate"><span class="pre">OrientResult</span></code></a><ul>
-<li class="toctree-l3"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OrientResult.confident"><code class="docutils literal notranslate"><span class="pre">OrientResult.confident</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OrientResult.answer"><code class="docutils literal notranslate"><span class="pre">OrientResult.answer</span></code></a></li>
-</ul>
-</li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#observe-orient-decide-act-ooda-reasoner">OBSERVE-ORIENT-DECIDE-ACT (OODA) REASONER</a></li>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner"><code class="docutils literal notranslate"><span class="pre">OodaReasoner</span></code></a><ul>
 <li class="toctree-l3"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner.reason"><code class="docutils literal notranslate"><span class="pre">OodaReasoner.reason()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner.observe"><code class="docutils literal notranslate"><span class="pre">OodaReasoner.observe()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner.orient"><code class="docutils literal notranslate"><span class="pre">OodaReasoner.orient()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner.decide"><code class="docutils literal notranslate"><span class="pre">OodaReasoner.decide()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="openssa.l2.reasoning.ooda.html#openssa.l2.reasoning.ooda.OodaReasoner.act"><code class="docutils literal notranslate"><span class="pre">OodaReasoner.act()</span></code></a></li>
 </ul>
 </li>
 </ul>
@@ -121,7 +114,8 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 <h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">¶</a></h2>
 <div class="toctree-wrapper compound">
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="openssa.l2.reasoning.abstract.html"><code class="docutils literal notranslate"><span class="pre">AbstractReasoner</span></code></a><ul>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.reasoning.abstract.html">ABSTRACT REASONER INTERFACE</a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.reasoning.abstract.html#openssa.l2.reasoning.abstract.AbstractReasoner"><code class="docutils literal notranslate"><span class="pre">AbstractReasoner</span></code></a><ul>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.reasoning.abstract.html#openssa.l2.reasoning.abstract.AbstractReasoner.lm"><code class="docutils literal notranslate"><span class="pre">AbstractReasoner.lm</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.reasoning.abstract.html#openssa.l2.reasoning.abstract.AbstractReasoner.reason"><code class="docutils literal notranslate"><span class="pre">AbstractReasoner.reason()</span></code></a></li>
 </ul>
diff --git a/openssa.l2.reasoning.ooda.html b/openssa.l2.reasoning.ooda.html
index b300d4793..7db2f6059 100644
--- a/openssa.l2.reasoning.ooda.html
+++ b/openssa.l2.reasoning.ooda.html
@@ -87,23 +87,18 @@
             
   <section id="module-openssa.l2.reasoning.ooda">
 <span id="openssa-l2-reasoning-ooda-package"></span><h1>openssa.l2.reasoning.ooda package<a class="headerlink" href="#module-openssa.l2.reasoning.ooda" title="Link to this heading">¶</a></h1>
-<p>OODA Reasoner.</p>
-<dl class="py class">
-<dt class="sig sig-object py" id="openssa.l2.reasoning.ooda.OrientResult">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.reasoning.ooda.</span></span><span class="sig-name descname"><span class="pre">OrientResult</span></span><a class="headerlink" href="#openssa.l2.reasoning.ooda.OrientResult" title="Link to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">TypedDict</span></code></p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="openssa.l2.reasoning.ooda.OrientResult.confident">
-<span class="sig-name descname"><span class="pre">confident</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#openssa.l2.reasoning.ooda.OrientResult.confident" title="Link to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="openssa.l2.reasoning.ooda.OrientResult.answer">
-<span class="sig-name descname"><span class="pre">answer</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#openssa.l2.reasoning.ooda.OrientResult.answer" title="Link to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
+<section id="observe-orient-decide-act-ooda-reasoner">
+<h2>OBSERVE-ORIENT-DECIDE-ACT (OODA) REASONER<a class="headerlink" href="#observe-orient-decide-act-ooda-reasoner" title="Link to this heading">¶</a></h2>
+<p><cite>OodaReasoner</cite> is <cite>OpenSSA</cite>’s default reasoning mechanism,
+following John Boyd’s well-known Observe-Orient-Decide-Act (OODA) loop paradigm (wikipedia.org/en/OODA_loop).</p>
+<p>In the <cite>Observe</cite> step, the OODA reasoner gathers relevant available information from the task’s resources,
+as well as other results (if given).</p>
+<p>In the <cite>Orient</cite> &amp; <cite>Decide</cite> steps, practically combined for efficiency in this implementation,
+the OODA reasoner evaluates whether a confident conclusion can be produced for the problem/question the task poses,
+as well as what the best possible answer can be;
+the OODA reasoner then decides to mark the task as either <cite>DONE</cite> or <cite>NEEDING_DECOMPOSITION</cite>.</p>
+<p>In the <cite>Act</cite> step, the OODA reasoner updates the status of the task, per the previous step’s decision.</p>
+</section>
 <dl class="py class">
 <dt class="sig sig-object py" id="openssa.l2.reasoning.ooda.OodaReasoner">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.reasoning.ooda.</span></span><span class="sig-name descname"><span class="pre">OodaReasoner</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">lm:</span> <span class="pre">AnLM</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.l2.reasoning.ooda.OodaReasoner" title="Link to this definition">¶</a></dt>
@@ -111,36 +106,14 @@
 <p>OODA Reasoner.</p>
 <dl class="py method">
 <dt class="sig sig-object py" id="openssa.l2.reasoning.ooda.OodaReasoner.reason">
-<span class="sig-name descname"><span class="pre">reason</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ATask</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">knowledge</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">set</span><span class="p"><span class="pre">[</span></span><span class="pre">Knowledge</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">other_results</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">AskAnsPair</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_words</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1000</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="headerlink" href="#openssa.l2.reasoning.ooda.OodaReasoner.reason" title="Link to this definition">¶</a></dt>
-<dd><p>Work through Task and return conclusion.</p>
-<p>Use OODA loop to:
-- Observe results from available Informational Resources
-- Orient &amp; Decide whether such results are adequate for confident answer/solution
-- Act to update Task’s status and result</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="openssa.l2.reasoning.ooda.OodaReasoner.observe">
-<span class="sig-name descname"><span class="pre">observe</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ATask</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">other_results</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">AskAnsPair</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_words</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1000</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">set</span><span class="p"><span class="pre">[</span></span><span class="pre">Observation</span><span class="p"><span class="pre">]</span></span></span></span><a class="headerlink" href="#openssa.l2.reasoning.ooda.OodaReasoner.observe" title="Link to this definition">¶</a></dt>
-<dd><p>Observe results from available Informational Resources.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="openssa.l2.reasoning.ooda.OodaReasoner.orient">
-<span class="sig-name descname"><span class="pre">orient</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ATask</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">observations</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">set</span><span class="p"><span class="pre">[</span></span><span class="pre">Observation</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">knowledge</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">set</span><span class="p"><span class="pre">[</span></span><span class="pre">Knowledge</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_words</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1000</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#openssa.l2.reasoning.ooda.OrientResult" title="openssa.l2.reasoning.ooda.OrientResult"><span class="pre">OrientResult</span></a></span></span><a class="headerlink" href="#openssa.l2.reasoning.ooda.OodaReasoner.orient" title="Link to this definition">¶</a></dt>
-<dd><p>Orient whether observed results are adequate for directly resolving Task.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="openssa.l2.reasoning.ooda.OodaReasoner.decide">
-<span class="sig-name descname"><span class="pre">decide</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">orient_result</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#openssa.l2.reasoning.ooda.OrientResult" title="openssa.l2.reasoning.ooda.OrientResult"><span class="pre">OrientResult</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="headerlink" href="#openssa.l2.reasoning.ooda.OodaReasoner.decide" title="Link to this definition">¶</a></dt>
-<dd><p>Decide whether to directly resolve Task.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="openssa.l2.reasoning.ooda.OodaReasoner.act">
-<span class="sig-name descname"><span class="pre">act</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ATask</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">orient_result</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#openssa.l2.reasoning.ooda.OrientResult" title="openssa.l2.reasoning.ooda.OrientResult"><span class="pre">OrientResult</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">decision</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="headerlink" href="#openssa.l2.reasoning.ooda.OodaReasoner.act" title="Link to this definition">¶</a></dt>
-<dd><p>Update Task’s status and result.</p>
+<span class="sig-name descname"><span class="pre">reason</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task" title="openssa.l2.task.task.Task"><span class="pre">Task</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">knowledge</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">set</span><span class="p"><span class="pre">[</span></span><span class="pre">Knowledge</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">other_results</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">AskAnsPair</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_words</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1000</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="headerlink" href="#openssa.l2.reasoning.ooda.OodaReasoner.reason" title="Link to this definition">¶</a></dt>
+<dd><p>Work through Task and return conclusion in string.</p>
+<p>Use OODA loop to:</p>
+<ul class="simple">
+<li><p>Observe results from available Informational Resources as well as other results (if given)</p></li>
+<li><p>Orient &amp; Decide whether such results are adequate for confident answer/conclusion/solution</p></li>
+<li><p>Act to update Task’s status and result</p></li>
+</ul>
 </dd></dl>
 
 </dd></dl>
diff --git a/openssa.l2.resource.abstract.html b/openssa.l2.resource.abstract.html
index 9fe4e05f5..0ada4e133 100644
--- a/openssa.l2.resource.abstract.html
+++ b/openssa.l2.resource.abstract.html
@@ -4,7 +4,7 @@
     <meta charset="utf-8">
     <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-      <title>&lt;no title&gt;</title>
+      <title>ABSTRACT INFORMATIONAL RESOURCE INTERFACE</title>
     
           <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
@@ -74,7 +74,7 @@
   <ul class="breadcrumbs">
     <li><a href="index.html">Docs</a> &raquo;</li>
     
-    <li>&lt;no title&gt;</li>
+    <li>ABSTRACT INFORMATIONAL RESOURCE INTERFACE</li>
   </ul>
   
 
@@ -85,7 +85,13 @@
 <hr>
           <div class="content" role="main" v-pre>
             
-  <p id="module-openssa.l2.resource.abstract">Abstract Informational Resource.</p>
+  <section id="abstract-informational-resource-interface">
+<span id="module-openssa.l2.resource.abstract"></span><h1>ABSTRACT INFORMATIONAL RESOURCE INTERFACE<a class="headerlink" href="#abstract-informational-resource-interface" title="Link to this heading">¶</a></h1>
+<p><cite>AbstractResource</cite> is <cite>OpenSSA</cite>’s abstract base class for informational resources that problem-solving agents access.</p>
+<p>An informational resource is simply something that has a globally-unique name (within the running program),
+has a potentially non-unique but informationally helpful name,
+and can <cite>.answer(…)</cite> given questions with string responses.</p>
+</section>
 <dl class="py class">
 <dt class="sig sig-object py" id="openssa.l2.resource.abstract.AbstractResource">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.resource.abstract.</span></span><span class="sig-name descname"><span class="pre">AbstractResource</span></span><a class="headerlink" href="#openssa.l2.resource.abstract.AbstractResource" title="Link to this definition">¶</a></dt>
@@ -105,7 +111,7 @@
 
 <dl class="py property">
 <dt class="sig sig-object py" id="openssa.l2.resource.abstract.AbstractResource.full_name">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">full_name</span></span><a class="headerlink" href="#openssa.l2.resource.abstract.AbstractResource.full_name" title="Link to this definition">¶</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">full_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#openssa.l2.resource.abstract.AbstractResource.full_name" title="Link to this definition">¶</a></dt>
 <dd><p>Return full name for presenting Informational Resource clearly, especially in large prompts.</p>
 </dd></dl>
 
diff --git a/openssa.l2.resource.db.html b/openssa.l2.resource.db.html
index 4cb03a46b..f16b0ffa7 100644
--- a/openssa.l2.resource.db.html
+++ b/openssa.l2.resource.db.html
@@ -4,7 +4,7 @@
     <meta charset="utf-8">
     <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-      <title>&lt;no title&gt;</title>
+      <title>[future work] Database Informational Resource</title>
     
           <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
@@ -74,7 +74,7 @@
   <ul class="breadcrumbs">
     <li><a href="index.html">Docs</a> &raquo;</li>
     
-    <li>&lt;no title&gt;</li>
+    <li>[future work] Database Informational Resource</li>
   </ul>
   
 
@@ -85,7 +85,9 @@
 <hr>
           <div class="content" role="main" v-pre>
             
-  <p id="module-openssa.l2.resource.db">Database Informational Resource.</p>
+  <section id="future-work-database-informational-resource">
+<span id="module-openssa.l2.resource.db"></span><h1>[future work] Database Informational Resource<a class="headerlink" href="#future-work-database-informational-resource" title="Link to this heading">¶</a></h1>
+</section>
 <dl class="py class">
 <dt class="sig sig-object py" id="openssa.l2.resource.db.DbResource">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.resource.db.</span></span><span class="sig-name descname"><span class="pre">DbResource</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.l2.resource.db.DbResource" title="Link to this definition">¶</a></dt>
diff --git a/openssa.l2.resource.file.html b/openssa.l2.resource.file.html
index 0cf51d769..b02416356 100644
--- a/openssa.l2.resource.file.html
+++ b/openssa.l2.resource.file.html
@@ -4,7 +4,7 @@
     <meta charset="utf-8">
     <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-      <title>&lt;no title&gt;</title>
+      <title>FILE-STORED INFORMATIONAL RESOURCE</title>
     
           <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
@@ -74,7 +74,7 @@
   <ul class="breadcrumbs">
     <li><a href="index.html">Docs</a> &raquo;</li>
     
-    <li>&lt;no title&gt;</li>
+    <li>FILE-STORED INFORMATIONAL RESOURCE</li>
   </ul>
   
 
@@ -85,7 +85,15 @@
 <hr>
           <div class="content" role="main" v-pre>
             
-  <p id="module-openssa.l2.resource.file">File-stored Informational Resource.</p>
+  <section id="file-stored-informational-resource">
+<span id="module-openssa.l2.resource.file"></span><h1>FILE-STORED INFORMATIONAL RESOURCE<a class="headerlink" href="#file-stored-informational-resource" title="Link to this heading">¶</a></h1>
+<p><cite>FileResource</cite> enables querying information from directories or files
+stored either locally or on remote cloud file storage services.</p>
+<p>This implementation employs <cite>LlamaIndex</cite>-based Retrieval-Augmented Generation (RAG)
+to index such file-stored content into vector indices, and to respond to information queries.</p>
+<p>A file resource needs to be specified with a local or remote cloud directory/file path,
+a <cite>LlamaIndex</cite>-compliant embedding model and a <cite>LlamaIndex</cite>-compliant LM.</p>
+</section>
 <dl class="py class">
 <dt class="sig sig-object py" id="openssa.l2.resource.file.FileResource">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.resource.file.</span></span><span class="sig-name descname"><span class="pre">FileResource</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.l2.resource.file.FileResource" title="Link to this definition">¶</a></dt>
@@ -98,7 +106,7 @@
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="openssa.l2.resource.file.FileResource.embed_model">
-<span class="sig-name descname"><span class="pre">embed_model</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">AnEmbedModel</span></em><a class="headerlink" href="#openssa.l2.resource.file.FileResource.embed_model" title="Link to this definition">¶</a></dt>
+<span class="sig-name descname"><span class="pre">embed_model</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">BaseEmbedding</span></em><a class="headerlink" href="#openssa.l2.resource.file.FileResource.embed_model" title="Link to this definition">¶</a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -108,7 +116,7 @@
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="openssa.l2.resource.file.FileResource.lm">
-<span class="sig-name descname"><span class="pre">lm</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">AnLM</span></em><a class="headerlink" href="#openssa.l2.resource.file.FileResource.lm" title="Link to this definition">¶</a></dt>
+<span class="sig-name descname"><span class="pre">lm</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">BaseLLM</span></em><a class="headerlink" href="#openssa.l2.resource.file.FileResource.lm" title="Link to this definition">¶</a></dt>
 <dd></dd></dl>
 
 <dl class="py property">
diff --git a/openssa.l2.resource.html b/openssa.l2.resource.html
index 952e2dbbd..5acc61e95 100644
--- a/openssa.l2.resource.html
+++ b/openssa.l2.resource.html
@@ -91,7 +91,8 @@
 <h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">¶</a></h2>
 <div class="toctree-wrapper compound">
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="openssa.l2.resource.abstract.html"><code class="docutils literal notranslate"><span class="pre">AbstractResource</span></code></a><ul>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.resource.abstract.html">ABSTRACT INFORMATIONAL RESOURCE INTERFACE</a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.resource.abstract.html#openssa.l2.resource.abstract.AbstractResource"><code class="docutils literal notranslate"><span class="pre">AbstractResource</span></code></a><ul>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.resource.abstract.html#openssa.l2.resource.abstract.AbstractResource.unique_name"><code class="docutils literal notranslate"><span class="pre">AbstractResource.unique_name</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.resource.abstract.html#openssa.l2.resource.abstract.AbstractResource.name"><code class="docutils literal notranslate"><span class="pre">AbstractResource.name</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.resource.abstract.html#openssa.l2.resource.abstract.AbstractResource.full_name"><code class="docutils literal notranslate"><span class="pre">AbstractResource.full_name</span></code></a></li>
@@ -100,8 +101,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Link to this headi
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.resource.abstract.html#openssa.l2.resource.abstract.AbstractResource.present_full_answer"><code class="docutils literal notranslate"><span class="pre">AbstractResource.present_full_answer()</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="openssa.l2.resource.db.html"><code class="docutils literal notranslate"><span class="pre">DbResource</span></code></a></li>
-<li class="toctree-l1"><a class="reference internal" href="openssa.l2.resource.file.html"><code class="docutils literal notranslate"><span class="pre">FileResource</span></code></a><ul>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.resource.db.html">[future work] Database Informational Resource</a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.resource.db.html#openssa.l2.resource.db.DbResource"><code class="docutils literal notranslate"><span class="pre">DbResource</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.resource.file.html">FILE-STORED INFORMATIONAL RESOURCE</a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.resource.file.html#openssa.l2.resource.file.FileResource"><code class="docutils literal notranslate"><span class="pre">FileResource</span></code></a><ul>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.resource.file.html#openssa.l2.resource.file.FileResource.path"><code class="docutils literal notranslate"><span class="pre">FileResource.path</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.resource.file.html#openssa.l2.resource.file.FileResource.embed_model"><code class="docutils literal notranslate"><span class="pre">FileResource.embed_model</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.resource.file.html#openssa.l2.resource.file.FileResource.re_index"><code class="docutils literal notranslate"><span class="pre">FileResource.re_index</span></code></a></li>
@@ -120,9 +123,12 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Link to this headi
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.resource.file.html#openssa.l2.resource.file.FileResource.answer"><code class="docutils literal notranslate"><span class="pre">FileResource.answer()</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="openssa.l2.resource.rss.html"><code class="docutils literal notranslate"><span class="pre">RssResource</span></code></a></li>
-<li class="toctree-l1"><a class="reference internal" href="openssa.l2.resource.sensor.html"><code class="docutils literal notranslate"><span class="pre">SensorResource</span></code></a></li>
-<li class="toctree-l1"><a class="reference internal" href="openssa.l2.resource.web.html"><code class="docutils literal notranslate"><span class="pre">WebPageResource</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.resource.rss.html">[future work] RSS Informational Resource</a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.resource.rss.html#openssa.l2.resource.rss.RssResource"><code class="docutils literal notranslate"><span class="pre">RssResource</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.resource.sensor.html">[future work] Sensor Informational Resource</a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.resource.sensor.html#openssa.l2.resource.sensor.SensorResource"><code class="docutils literal notranslate"><span class="pre">SensorResource</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.resource.web.html">[future work] Web Informational Resources</a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.resource.web.html#openssa.l2.resource.web.WebPageResource"><code class="docutils literal notranslate"><span class="pre">WebPageResource</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="openssa.l2.resource.web.html#openssa.l2.resource.web.WebSearchResource"><code class="docutils literal notranslate"><span class="pre">WebSearchResource</span></code></a></li>
 </ul>
 </div>
diff --git a/openssa.l2.resource.rss.html b/openssa.l2.resource.rss.html
index 65dfabd8f..00131fcaf 100644
--- a/openssa.l2.resource.rss.html
+++ b/openssa.l2.resource.rss.html
@@ -4,7 +4,7 @@
     <meta charset="utf-8">
     <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-      <title>&lt;no title&gt;</title>
+      <title>[future work] RSS Informational Resource</title>
     
           <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
@@ -74,7 +74,7 @@
   <ul class="breadcrumbs">
     <li><a href="index.html">Docs</a> &raquo;</li>
     
-    <li>&lt;no title&gt;</li>
+    <li>[future work] RSS Informational Resource</li>
   </ul>
   
 
@@ -85,7 +85,9 @@
 <hr>
           <div class="content" role="main" v-pre>
             
-  <p id="module-openssa.l2.resource.rss">RSS Informational Resource.</p>
+  <section id="future-work-rss-informational-resource">
+<span id="module-openssa.l2.resource.rss"></span><h1>[future work] RSS Informational Resource<a class="headerlink" href="#future-work-rss-informational-resource" title="Link to this heading">¶</a></h1>
+</section>
 <dl class="py class">
 <dt class="sig sig-object py" id="openssa.l2.resource.rss.RssResource">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.resource.rss.</span></span><span class="sig-name descname"><span class="pre">RssResource</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.l2.resource.rss.RssResource" title="Link to this definition">¶</a></dt>
diff --git a/openssa.l2.resource.sensor.html b/openssa.l2.resource.sensor.html
index a92c4b976..72a0ee3ce 100644
--- a/openssa.l2.resource.sensor.html
+++ b/openssa.l2.resource.sensor.html
@@ -4,7 +4,7 @@
     <meta charset="utf-8">
     <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-      <title>&lt;no title&gt;</title>
+      <title>[future work] Sensor Informational Resource</title>
     
           <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
@@ -74,7 +74,7 @@
   <ul class="breadcrumbs">
     <li><a href="index.html">Docs</a> &raquo;</li>
     
-    <li>&lt;no title&gt;</li>
+    <li>[future work] Sensor Informational Resource</li>
   </ul>
   
 
@@ -85,7 +85,9 @@
 <hr>
           <div class="content" role="main" v-pre>
             
-  <p id="module-openssa.l2.resource.sensor">Sensor Informational Resource.</p>
+  <section id="future-work-sensor-informational-resource">
+<span id="module-openssa.l2.resource.sensor"></span><h1>[future work] Sensor Informational Resource<a class="headerlink" href="#future-work-sensor-informational-resource" title="Link to this heading">¶</a></h1>
+</section>
 <dl class="py class">
 <dt class="sig sig-object py" id="openssa.l2.resource.sensor.SensorResource">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.resource.sensor.</span></span><span class="sig-name descname"><span class="pre">SensorResource</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.l2.resource.sensor.SensorResource" title="Link to this definition">¶</a></dt>
diff --git a/openssa.l2.resource.web.html b/openssa.l2.resource.web.html
index 382010d4f..42c85872f 100644
--- a/openssa.l2.resource.web.html
+++ b/openssa.l2.resource.web.html
@@ -4,7 +4,7 @@
     <meta charset="utf-8">
     <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-      <title>&lt;no title&gt;</title>
+      <title>[future work] Web Informational Resources</title>
     
           <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
@@ -74,7 +74,7 @@
   <ul class="breadcrumbs">
     <li><a href="index.html">Docs</a> &raquo;</li>
     
-    <li>&lt;no title&gt;</li>
+    <li>[future work] Web Informational Resources</li>
   </ul>
   
 
@@ -85,7 +85,9 @@
 <hr>
           <div class="content" role="main" v-pre>
             
-  <p id="module-openssa.l2.resource.web">Web Informational Resources.</p>
+  <section id="future-work-web-informational-resources">
+<span id="module-openssa.l2.resource.web"></span><h1>[future work] Web Informational Resources<a class="headerlink" href="#future-work-web-informational-resources" title="Link to this heading">¶</a></h1>
+</section>
 <dl class="py class">
 <dt class="sig sig-object py" id="openssa.l2.resource.web.WebPageResource">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.resource.web.</span></span><span class="sig-name descname"><span class="pre">WebPageResource</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.l2.resource.web.WebPageResource" title="Link to this definition">¶</a></dt>
diff --git a/openssa.l2.task.abstract.html b/openssa.l2.task.abstract.html
deleted file mode 100644
index 24e30a864..000000000
--- a/openssa.l2.task.abstract.html
+++ /dev/null
@@ -1,208 +0,0 @@
-<!DOCTYPE html>
-<html  lang="en">
-  <head>
-    <meta charset="utf-8">
-    <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
-
-      <title>&lt;no title&gt;</title>
-    
-          <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-          <link rel="stylesheet" href="_static/theme.css " type="text/css" />
-      
-      <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=ce85efbf"></script>
-        <script src="_static/doctools.js?v=9a2dae69"></script>
-        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
-
-      
-      <!-- bundled in js (rollup iife) -->
-      <!-- <script src="_static/theme-vendors.js"></script> -->
-      <script src="_static/theme.js" defer></script>
-    
-  <link rel="index" title="Index" href="genindex.html" />
-  <link rel="search" title="Search" href="search.html" /> 
-  </head>
-
-  <body>
-    <div id="app">
-    <div class="theme-container" :class="pageClasses"><navbar @toggle-sidebar="toggleSidebar">
-  <router-link to="index.html" class="home-link">
-    
-      <span class="site-name">openssa</span>
-    
-  </router-link>
-
-  <div class="links">
-    <navlinks class="can-hide">
-
-
-
-    </navlinks>
-  </div>
-</navbar>
-
-      
-      <div class="sidebar-mask" @click="toggleSidebar(false)">
-      </div>
-        <sidebar @toggle-sidebar="toggleSidebar">
-          
-          <navlinks>
-            
-
-
-
-            
-          </navlinks><div id="searchbox" class="searchbox" role="search">
-  <div class="caption"><span class="caption-text">Quick search</span>
-    <div class="searchformwrapper">
-      <form class="search" action="search.html" method="get">
-        <input type="text" name="q" />
-        <input type="submit" value="Search" />
-        <input type="hidden" name="check_keywords" value="yes" />
-        <input type="hidden" name="area" value="default" />
-      </form>
-    </div>
-  </div>
-</div><div class="sidebar-links" role="navigation" aria-label="main navigation">
-  
-</div>
-        </sidebar>
-
-      <page>
-          <div class="body-header" role="navigation" aria-label="navigation">
-  
-  <ul class="breadcrumbs">
-    <li><a href="index.html">Docs</a> &raquo;</li>
-    
-    <li>&lt;no title&gt;</li>
-  </ul>
-  
-
-  <ul class="page-nav">
-</ul>
-  
-</div>
-<hr>
-          <div class="content" role="main" v-pre>
-            
-  <p id="module-openssa.l2.task.abstract">Abstract task.</p>
-<dl class="py class">
-<dt class="sig sig-object py" id="openssa.l2.task.abstract.TaskDict">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.task.abstract.</span></span><span class="sig-name descname"><span class="pre">TaskDict</span></span><a class="headerlink" href="#openssa.l2.task.abstract.TaskDict" title="Link to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">TypedDict</span></code></p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="openssa.l2.task.abstract.TaskDict.ask">
-<span class="sig-name descname"><span class="pre">ask</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Required</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#openssa.l2.task.abstract.TaskDict.ask" title="Link to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="openssa.l2.task.abstract.TaskDict.resources">
-<span class="sig-name descname"><span class="pre">resources</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">NotRequired</span><span class="p"><span class="pre">[</span></span><span class="pre">set</span><span class="p"><span class="pre">[</span></span><span class="pre">AResource</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#openssa.l2.task.abstract.TaskDict.resources" title="Link to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="openssa.l2.task.abstract.TaskDict.nature">
-<span class="sig-name descname"><span class="pre">nature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">NotRequired</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="openssa.l2.task.nature.html#openssa.l2.task.nature.TaskNature" title="openssa.l2.task.nature.TaskNature"><span class="pre">TaskNature</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#openssa.l2.task.abstract.TaskDict.nature" title="Link to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="openssa.l2.task.abstract.TaskDict.status">
-<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">NotRequired</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="openssa.l2.task.status.html#openssa.l2.task.status.TaskStatus" title="openssa.l2.task.status.TaskStatus"><span class="pre">TaskStatus</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#openssa.l2.task.abstract.TaskDict.status" title="Link to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="openssa.l2.task.abstract.TaskDict.result">
-<span class="sig-name descname"><span class="pre">result</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">NotRequired</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#openssa.l2.task.abstract.TaskDict.result" title="Link to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="openssa.l2.task.abstract.TaskDict.dynamic_decomposer">
-<span class="sig-name descname"><span class="pre">dynamic_decomposer</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">NotRequired</span><span class="p"><span class="pre">[</span></span><span class="pre">APlanner</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#openssa.l2.task.abstract.TaskDict.dynamic_decomposer" title="Link to this definition">¶</a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="openssa.l2.task.abstract.AbstractTask">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.task.abstract.</span></span><span class="sig-name descname"><span class="pre">AbstractTask</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ask:</span> <span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resources:</span> <span class="pre">set[AResource]</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nature:</span> <span class="pre">TaskNature</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status:</span> <span class="pre">TaskStatus</span> <span class="pre">=</span> <span class="pre">TaskStatus.PENDING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">result:</span> <span class="pre">str</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dynamic_decomposer:</span> <span class="pre">APlanner</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.l2.task.abstract.AbstractTask" title="Link to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">ABC</span></code></p>
-<p>Abstract task.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="openssa.l2.task.abstract.AbstractTask.ask">
-<span class="sig-name descname"><span class="pre">ask</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#openssa.l2.task.abstract.AbstractTask.ask" title="Link to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="openssa.l2.task.abstract.AbstractTask.resources">
-<span class="sig-name descname"><span class="pre">resources</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">set</span><span class="p"><span class="pre">[</span></span><span class="pre">AResource</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#openssa.l2.task.abstract.AbstractTask.resources" title="Link to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="openssa.l2.task.abstract.AbstractTask.nature">
-<span class="sig-name descname"><span class="pre">nature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="openssa.l2.task.nature.html#openssa.l2.task.nature.TaskNature" title="openssa.l2.task.nature.TaskNature"><span class="pre">TaskNature</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#openssa.l2.task.abstract.AbstractTask.nature" title="Link to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="openssa.l2.task.abstract.AbstractTask.status">
-<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="openssa.l2.task.status.html#openssa.l2.task.status.TaskStatus" title="openssa.l2.task.status.TaskStatus"><span class="pre">TaskStatus</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'pending'</span></em><a class="headerlink" href="#openssa.l2.task.abstract.AbstractTask.status" title="Link to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="openssa.l2.task.abstract.AbstractTask.result">
-<span class="sig-name descname"><span class="pre">result</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#openssa.l2.task.abstract.AbstractTask.result" title="Link to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="openssa.l2.task.abstract.AbstractTask.dynamic_decomposer">
-<span class="sig-name descname"><span class="pre">dynamic_decomposer</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">APlanner</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#openssa.l2.task.abstract.AbstractTask.dynamic_decomposer" title="Link to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="openssa.l2.task.abstract.AbstractTask.from_dict">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">d</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#openssa.l2.task.abstract.TaskDict" title="openssa.l2.task.abstract.TaskDict"><span class="pre">TaskDict</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="headerlink" href="#openssa.l2.task.abstract.AbstractTask.from_dict" title="Link to this definition">¶</a></dt>
-<dd><p>Create task from dictionary representation.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="openssa.l2.task.abstract.AbstractTask.to_json_dict">
-<span class="sig-name descname"><span class="pre">to_json_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="headerlink" href="#openssa.l2.task.abstract.AbstractTask.to_json_dict" title="Link to this definition">¶</a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="openssa.l2.task.abstract.AbstractTask.from_str">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_str</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">s</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="headerlink" href="#openssa.l2.task.abstract.AbstractTask.from_str" title="Link to this definition">¶</a></dt>
-<dd><p>Create task from string representation.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="openssa.l2.task.abstract.AbstractTask.from_dict_or_str">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict_or_str</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dict_or_str</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#openssa.l2.task.abstract.TaskDict" title="openssa.l2.task.abstract.TaskDict"><span class="pre">TaskDict</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="headerlink" href="#openssa.l2.task.abstract.AbstractTask.from_dict_or_str" title="Link to this definition">¶</a></dt>
-<dd><p>Create task from dictionary or string representation.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="openssa.l2.task.abstract.AbstractTask.decompose">
-<span class="sig-name descname"><span class="pre">decompose</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">APlan</span></span></span><a class="headerlink" href="#openssa.l2.task.abstract.AbstractTask.decompose" title="Link to this definition">¶</a></dt>
-<dd><p>Decompose task into modular plan.</p>
-</dd></dl>
-
-</dd></dl>
-
-
-
-          </div>
-          <div class="page-nav">
-            <div class="inner"><ul class="page-nav">
-</ul><div class="footer" role="contentinfo">
-      &#169; Copyright 2024, Aitomatic, Inc. &lt;engineering@aitomatic.com&gt;.
-    <br>
-    Created using <a href="http://sphinx-doc.org/">Sphinx</a> 7.3.7 with <a href="https://github.com/schettino72/sphinx_press_theme">Press Theme</a> 0.9.1.
-</div>
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-    </div></div>
-    
-    
-  </body>
-</html>
\ No newline at end of file
diff --git a/openssa.l2.task.html b/openssa.l2.task.html
index 8a4a53bec..c11bdcba4 100644
--- a/openssa.l2.task.html
+++ b/openssa.l2.task.html
@@ -91,29 +91,6 @@
 <h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">¶</a></h2>
 <div class="toctree-wrapper compound">
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="openssa.l2.task.abstract.html"><code class="docutils literal notranslate"><span class="pre">TaskDict</span></code></a><ul>
-<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.ask"><code class="docutils literal notranslate"><span class="pre">TaskDict.ask</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.resources"><code class="docutils literal notranslate"><span class="pre">TaskDict.resources</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.nature"><code class="docutils literal notranslate"><span class="pre">TaskDict.nature</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.status"><code class="docutils literal notranslate"><span class="pre">TaskDict.status</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.result"><code class="docutils literal notranslate"><span class="pre">TaskDict.result</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.TaskDict.dynamic_decomposer"><code class="docutils literal notranslate"><span class="pre">TaskDict.dynamic_decomposer</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l1"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask"><code class="docutils literal notranslate"><span class="pre">AbstractTask</span></code></a><ul>
-<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.ask"><code class="docutils literal notranslate"><span class="pre">AbstractTask.ask</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.resources"><code class="docutils literal notranslate"><span class="pre">AbstractTask.resources</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.nature"><code class="docutils literal notranslate"><span class="pre">AbstractTask.nature</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.status"><code class="docutils literal notranslate"><span class="pre">AbstractTask.status</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.result"><code class="docutils literal notranslate"><span class="pre">AbstractTask.result</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.dynamic_decomposer"><code class="docutils literal notranslate"><span class="pre">AbstractTask.dynamic_decomposer</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.from_dict"><code class="docutils literal notranslate"><span class="pre">AbstractTask.from_dict()</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.to_json_dict"><code class="docutils literal notranslate"><span class="pre">AbstractTask.to_json_dict()</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.from_str"><code class="docutils literal notranslate"><span class="pre">AbstractTask.from_str()</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.from_dict_or_str"><code class="docutils literal notranslate"><span class="pre">AbstractTask.from_dict_or_str()</span></code></a></li>
-<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask.decompose"><code class="docutils literal notranslate"><span class="pre">AbstractTask.decompose()</span></code></a></li>
-</ul>
-</li>
 <li class="toctree-l1"><a class="reference internal" href="openssa.l2.task.nature.html"><code class="docutils literal notranslate"><span class="pre">TaskNature</span></code></a><ul>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.nature.html#openssa.l2.task.nature.TaskNature.RETRIEVE"><code class="docutils literal notranslate"><span class="pre">TaskNature.RETRIEVE</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.nature.html#openssa.l2.task.nature.TaskNature.CALC"><code class="docutils literal notranslate"><span class="pre">TaskNature.CALC</span></code></a></li>
@@ -127,7 +104,30 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Link to this headi
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.status.html#openssa.l2.task.status.TaskStatus.DONE"><code class="docutils literal notranslate"><span class="pre">TaskStatus.DONE</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="openssa.l2.task.task.html"><code class="docutils literal notranslate"><span class="pre">Task</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.task.task.html">TASK</a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict"><code class="docutils literal notranslate"><span class="pre">TaskDict</span></code></a><ul>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.ask"><code class="docutils literal notranslate"><span class="pre">TaskDict.ask</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.resources"><code class="docutils literal notranslate"><span class="pre">TaskDict.resources</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.nature"><code class="docutils literal notranslate"><span class="pre">TaskDict.nature</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.status"><code class="docutils literal notranslate"><span class="pre">TaskDict.status</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.result"><code class="docutils literal notranslate"><span class="pre">TaskDict.result</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.TaskDict.dynamic_decomposer"><code class="docutils literal notranslate"><span class="pre">TaskDict.dynamic_decomposer</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task"><code class="docutils literal notranslate"><span class="pre">Task</span></code></a><ul>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.ask"><code class="docutils literal notranslate"><span class="pre">Task.ask</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.resources"><code class="docutils literal notranslate"><span class="pre">Task.resources</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.nature"><code class="docutils literal notranslate"><span class="pre">Task.nature</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.status"><code class="docutils literal notranslate"><span class="pre">Task.status</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.result"><code class="docutils literal notranslate"><span class="pre">Task.result</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.dynamic_decomposer"><code class="docutils literal notranslate"><span class="pre">Task.dynamic_decomposer</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.from_dict"><code class="docutils literal notranslate"><span class="pre">Task.from_dict()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.to_json_dict"><code class="docutils literal notranslate"><span class="pre">Task.to_json_dict()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.from_str"><code class="docutils literal notranslate"><span class="pre">Task.from_str()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.from_dict_or_str"><code class="docutils literal notranslate"><span class="pre">Task.from_dict_or_str()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.task.task.html#openssa.l2.task.task.Task.decompose"><code class="docutils literal notranslate"><span class="pre">Task.decompose()</span></code></a></li>
+</ul>
+</li>
 </ul>
 </div>
 </section>
diff --git a/openssa.l2.task.task.html b/openssa.l2.task.task.html
index 246926038..85269718f 100644
--- a/openssa.l2.task.task.html
+++ b/openssa.l2.task.task.html
@@ -4,7 +4,7 @@
     <meta charset="utf-8">
     <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-      <title>&lt;no title&gt;</title>
+      <title>TASK</title>
     
           <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
@@ -74,7 +74,7 @@
   <ul class="breadcrumbs">
     <li><a href="index.html">Docs</a> &raquo;</li>
     
-    <li>&lt;no title&gt;</li>
+    <li>TASK</li>
   </ul>
   
 
@@ -85,12 +85,111 @@
 <hr>
           <div class="content" role="main" v-pre>
             
-  <p id="module-openssa.l2.task.task">Task.</p>
+  <section id="task">
+<span id="module-openssa.l2.task.task"></span><h1>TASK<a class="headerlink" href="#task" title="Link to this heading">¶</a></h1>
+<p><cite>OpenSSA</cite>’s <cite>Task</cite> data structure keeps track of
+what is <a href="#id1"><span class="problematic" id="id2">`</span></a>ask`ed, what informational resources are available, the nature, the status and the result of a task.</p>
+</section>
+<dl class="py class">
+<dt class="sig sig-object py" id="openssa.l2.task.task.TaskDict">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.task.task.</span></span><span class="sig-name descname"><span class="pre">TaskDict</span></span><a class="headerlink" href="#openssa.l2.task.task.TaskDict" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">TypedDict</span></code></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.l2.task.task.TaskDict.ask">
+<span class="sig-name descname"><span class="pre">ask</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Required</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#openssa.l2.task.task.TaskDict.ask" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.l2.task.task.TaskDict.resources">
+<span class="sig-name descname"><span class="pre">resources</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">NotRequired</span><span class="p"><span class="pre">[</span></span><span class="pre">set</span><span class="p"><span class="pre">[</span></span><span class="pre">AResource</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#openssa.l2.task.task.TaskDict.resources" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.l2.task.task.TaskDict.nature">
+<span class="sig-name descname"><span class="pre">nature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">NotRequired</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="openssa.l2.task.nature.html#openssa.l2.task.nature.TaskNature" title="openssa.l2.task.nature.TaskNature"><span class="pre">TaskNature</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#openssa.l2.task.task.TaskDict.nature" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.l2.task.task.TaskDict.status">
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">NotRequired</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="openssa.l2.task.status.html#openssa.l2.task.status.TaskStatus" title="openssa.l2.task.status.TaskStatus"><span class="pre">TaskStatus</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#openssa.l2.task.task.TaskDict.status" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.l2.task.task.TaskDict.result">
+<span class="sig-name descname"><span class="pre">result</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">NotRequired</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#openssa.l2.task.task.TaskDict.result" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.l2.task.task.TaskDict.dynamic_decomposer">
+<span class="sig-name descname"><span class="pre">dynamic_decomposer</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">NotRequired</span><span class="p"><span class="pre">[</span></span><span class="pre">APlanner</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#openssa.l2.task.task.TaskDict.dynamic_decomposer" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
 <dl class="py class">
 <dt class="sig sig-object py" id="openssa.l2.task.task.Task">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.task.task.</span></span><span class="sig-name descname"><span class="pre">Task</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ask:</span> <span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resources:</span> <span class="pre">set[AResource]</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nature:</span> <span class="pre">TaskNature</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status:</span> <span class="pre">TaskStatus</span> <span class="pre">=</span> <span class="pre">TaskStatus.PENDING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">result:</span> <span class="pre">str</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dynamic_decomposer:</span> <span class="pre">APlanner</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.l2.task.task.Task" title="Link to this definition">¶</a></dt>
-<dd><p>Bases: <a class="reference internal" href="openssa.l2.task.abstract.html#openssa.l2.task.abstract.AbstractTask" title="openssa.l2.task.abstract.AbstractTask"><code class="xref py py-class docutils literal notranslate"><span class="pre">AbstractTask</span></code></a></p>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">ABC</span></code></p>
 <p>Task.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.l2.task.task.Task.ask">
+<span class="sig-name descname"><span class="pre">ask</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#openssa.l2.task.task.Task.ask" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.l2.task.task.Task.resources">
+<span class="sig-name descname"><span class="pre">resources</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">set</span><span class="p"><span class="pre">[</span></span><span class="pre">AResource</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#openssa.l2.task.task.Task.resources" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.l2.task.task.Task.nature">
+<span class="sig-name descname"><span class="pre">nature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="openssa.l2.task.nature.html#openssa.l2.task.nature.TaskNature" title="openssa.l2.task.nature.TaskNature"><span class="pre">TaskNature</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#openssa.l2.task.task.Task.nature" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.l2.task.task.Task.status">
+<span class="sig-name descname"><span class="pre">status</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="openssa.l2.task.status.html#openssa.l2.task.status.TaskStatus" title="openssa.l2.task.status.TaskStatus"><span class="pre">TaskStatus</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'pending'</span></em><a class="headerlink" href="#openssa.l2.task.task.Task.status" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.l2.task.task.Task.result">
+<span class="sig-name descname"><span class="pre">result</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#openssa.l2.task.task.Task.result" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.l2.task.task.Task.dynamic_decomposer">
+<span class="sig-name descname"><span class="pre">dynamic_decomposer</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">APlanner</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#openssa.l2.task.task.Task.dynamic_decomposer" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.l2.task.task.Task.from_dict">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">d</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#openssa.l2.task.task.TaskDict" title="openssa.l2.task.task.TaskDict"><span class="pre">TaskDict</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="headerlink" href="#openssa.l2.task.task.Task.from_dict" title="Link to this definition">¶</a></dt>
+<dd><p>Create task from dictionary representation.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.l2.task.task.Task.to_json_dict">
+<span class="sig-name descname"><span class="pre">to_json_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="headerlink" href="#openssa.l2.task.task.Task.to_json_dict" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.l2.task.task.Task.from_str">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_str</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">s</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="headerlink" href="#openssa.l2.task.task.Task.from_str" title="Link to this definition">¶</a></dt>
+<dd><p>Create task from string representation.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.l2.task.task.Task.from_dict_or_str">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict_or_str</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dict_or_str</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#openssa.l2.task.task.TaskDict" title="openssa.l2.task.task.TaskDict"><span class="pre">TaskDict</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="headerlink" href="#openssa.l2.task.task.Task.from_dict_or_str" title="Link to this definition">¶</a></dt>
+<dd><p>Create task from dictionary or string representation.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.l2.task.task.Task.decompose">
+<span class="sig-name descname"><span class="pre">decompose</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">APlan</span></span></span><a class="headerlink" href="#openssa.l2.task.task.Task.decompose" title="Link to this definition">¶</a></dt>
+<dd><p>Decompose task into modular plan.</p>
+</dd></dl>
+
 </dd></dl>
 
 
diff --git a/openssa.l2.util.html b/openssa.l2.util.html
index 3a8d4bef5..773d50621 100644
--- a/openssa.l2.util.html
+++ b/openssa.l2.util.html
@@ -93,7 +93,8 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="openssa.l2.util.lm.html">openssa.l2.util.lm namespace</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.util.lm.html#submodules">Submodules</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="openssa.l2.util.lm.abstract.html"><code class="docutils literal notranslate"><span class="pre">AbstractLM</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.util.lm.abstract.html">Abstract Language Model (LM) Interface</a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.util.lm.abstract.html#openssa.l2.util.lm.abstract.AbstractLM"><code class="docutils literal notranslate"><span class="pre">AbstractLM</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.util.lm.abstract.html#openssa.l2.util.lm.abstract.AbstractLM.model"><code class="docutils literal notranslate"><span class="pre">AbstractLM.model</span></code></a></li>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.util.lm.abstract.html#openssa.l2.util.lm.abstract.AbstractLM.api_base"><code class="docutils literal notranslate"><span class="pre">AbstractLM.api_base</span></code></a></li>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.util.lm.abstract.html#openssa.l2.util.lm.abstract.AbstractLM.api_key"><code class="docutils literal notranslate"><span class="pre">AbstractLM.api_key</span></code></a></li>
@@ -102,20 +103,36 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.util.lm.abstract.html#openssa.l2.util.lm.abstract.AbstractLM.get_response"><code class="docutils literal notranslate"><span class="pre">AbstractLM.get_response()</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="openssa.l2.util.lm.llama.html"><code class="docutils literal notranslate"><span class="pre">LlamaLM</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.util.lm.config.html">Language Model (LM) Configurations</a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig"><code class="docutils literal notranslate"><span class="pre">LMConfig</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.LLAMA_API_KEY"><code class="docutils literal notranslate"><span class="pre">LMConfig.LLAMA_API_KEY</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.LLAMA_API_URL"><code class="docutils literal notranslate"><span class="pre">LMConfig.LLAMA_API_URL</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.DEFAULT_LLAMA_MODEL"><code class="docutils literal notranslate"><span class="pre">LMConfig.DEFAULT_LLAMA_MODEL</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.OPENAI_API_KEY"><code class="docutils literal notranslate"><span class="pre">LMConfig.OPENAI_API_KEY</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.OPENAI_API_URL"><code class="docutils literal notranslate"><span class="pre">LMConfig.OPENAI_API_URL</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.DEFAULT_OPENAI_MODEL"><code class="docutils literal notranslate"><span class="pre">LMConfig.DEFAULT_OPENAI_MODEL</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.DEFAULT_SEED"><code class="docutils literal notranslate"><span class="pre">LMConfig.DEFAULT_SEED</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.DEFAULT_TEMPERATURE"><code class="docutils literal notranslate"><span class="pre">LMConfig.DEFAULT_TEMPERATURE</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.util.lm.llama.html">Meta Llama LMs</a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.util.lm.llama.html#openssa.l2.util.lm.llama.LlamaLM"><code class="docutils literal notranslate"><span class="pre">LlamaLM</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.util.lm.llama.html#openssa.l2.util.lm.llama.LlamaLM.client"><code class="docutils literal notranslate"><span class="pre">LlamaLM.client</span></code></a></li>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.util.lm.llama.html#openssa.l2.util.lm.llama.LlamaLM.from_defaults"><code class="docutils literal notranslate"><span class="pre">LlamaLM.from_defaults()</span></code></a></li>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.util.lm.llama.html#openssa.l2.util.lm.llama.LlamaLM.call"><code class="docutils literal notranslate"><span class="pre">LlamaLM.call()</span></code></a></li>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.util.lm.llama.html#openssa.l2.util.lm.llama.LlamaLM.get_response"><code class="docutils literal notranslate"><span class="pre">LlamaLM.get_response()</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="openssa.l2.util.lm.openai.html"><code class="docutils literal notranslate"><span class="pre">OpenAILM</span></code></a><ul>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.util.lm.openai.html">OpenAI LMs</a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.OpenAILM"><code class="docutils literal notranslate"><span class="pre">OpenAILM</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.OpenAILM.client"><code class="docutils literal notranslate"><span class="pre">OpenAILM.client</span></code></a></li>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.OpenAILM.from_defaults"><code class="docutils literal notranslate"><span class="pre">OpenAILM.from_defaults()</span></code></a></li>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.OpenAILM.call"><code class="docutils literal notranslate"><span class="pre">OpenAILM.call()</span></code></a></li>
 <li class="toctree-l4"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.OpenAILM.get_response"><code class="docutils literal notranslate"><span class="pre">OpenAILM.get_response()</span></code></a></li>
 </ul>
 </li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.default_llama_index_openai_embed_model"><code class="docutils literal notranslate"><span class="pre">default_llama_index_openai_embed_model()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.default_llama_index_openai_lm"><code class="docutils literal notranslate"><span class="pre">default_llama_index_openai_lm()</span></code></a></li>
 </ul>
 </li>
 </ul>
diff --git a/openssa.l2.util.lm.abstract.html b/openssa.l2.util.lm.abstract.html
index b944d5340..b7abeecb6 100644
--- a/openssa.l2.util.lm.abstract.html
+++ b/openssa.l2.util.lm.abstract.html
@@ -4,7 +4,7 @@
     <meta charset="utf-8">
     <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-      <title>&lt;no title&gt;</title>
+      <title>Abstract Language Model (LM) Interface</title>
     
           <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
@@ -74,7 +74,7 @@
   <ul class="breadcrumbs">
     <li><a href="index.html">Docs</a> &raquo;</li>
     
-    <li>&lt;no title&gt;</li>
+    <li>Abstract Language Model (LM) Interface</li>
   </ul>
   
 
@@ -85,7 +85,10 @@
 <hr>
           <div class="content" role="main" v-pre>
             
-  <dl class="py class" id="module-openssa.l2.util.lm.abstract">
+  <section id="abstract-language-model-lm-interface">
+<span id="module-openssa.l2.util.lm.abstract"></span><h1>Abstract Language Model (LM) Interface<a class="headerlink" href="#abstract-language-model-lm-interface" title="Link to this heading">¶</a></h1>
+</section>
+<dl class="py class">
 <dt class="sig sig-object py" id="openssa.l2.util.lm.abstract.AbstractLM">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.util.lm.abstract.</span></span><span class="sig-name descname"><span class="pre">AbstractLM</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model:</span> <span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">api_base:</span> <span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">api_key:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.l2.util.lm.abstract.AbstractLM" title="Link to this definition">¶</a></dt>
 <dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">ABC</span></code></p>
diff --git a/openssa.l2.config.html b/openssa.l2.util.lm.config.html
similarity index 70%
rename from openssa.l2.config.html
rename to openssa.l2.util.lm.config.html
index 04ae8f1cf..d20da502d 100644
--- a/openssa.l2.config.html
+++ b/openssa.l2.util.lm.config.html
@@ -4,7 +4,7 @@
     <meta charset="utf-8">
     <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-      <title>&lt;no title&gt;</title>
+      <title>Language Model (LM) Configurations</title>
     
           <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
@@ -74,7 +74,7 @@
   <ul class="breadcrumbs">
     <li><a href="index.html">Docs</a> &raquo;</li>
     
-    <li>&lt;no title&gt;</li>
+    <li>Language Model (LM) Configurations</li>
   </ul>
   
 
@@ -85,45 +85,53 @@
 <hr>
           <div class="content" role="main" v-pre>
             
-  <dl class="py class" id="module-openssa.l2.config">
-<dt class="sig sig-object py" id="openssa.l2.config.Config">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.config.</span></span><span class="sig-name descname"><span class="pre">Config</span></span><a class="headerlink" href="#openssa.l2.config.Config" title="Link to this definition">¶</a></dt>
+  <section id="language-model-lm-configurations">
+<span id="module-openssa.l2.util.lm.config"></span><h1>Language Model (LM) Configurations<a class="headerlink" href="#language-model-lm-configurations" title="Link to this heading">¶</a></h1>
+</section>
+<dl class="py class">
+<dt class="sig sig-object py" id="openssa.l2.util.lm.config.LMConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.util.lm.config.</span></span><span class="sig-name descname"><span class="pre">LMConfig</span></span><a class="headerlink" href="#openssa.l2.util.lm.config.LMConfig" title="Link to this definition">¶</a></dt>
 <dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
-<p>Configuration class for LLMs, secret keys, and default values.
-Can be overridden by user setting Config.&lt;attribute&gt;.</p>
+<p>Configuration class for language models, secret keys, and default values.
+Can be overridden by user setting LMConfig.&lt;attribute&gt;.</p>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="openssa.l2.config.Config.LLAMA_API_KEY">
-<span class="sig-name descname"><span class="pre">LLAMA_API_KEY</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#openssa.l2.config.Config.LLAMA_API_KEY" title="Link to this definition">¶</a></dt>
+<dt class="sig sig-object py" id="openssa.l2.util.lm.config.LMConfig.LLAMA_API_KEY">
+<span class="sig-name descname"><span class="pre">LLAMA_API_KEY</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#openssa.l2.util.lm.config.LMConfig.LLAMA_API_KEY" title="Link to this definition">¶</a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="openssa.l2.config.Config.LLAMA_API_URL">
-<span class="sig-name descname"><span class="pre">LLAMA_API_URL</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'https://api.llama-api.com'</span></em><a class="headerlink" href="#openssa.l2.config.Config.LLAMA_API_URL" title="Link to this definition">¶</a></dt>
+<dt class="sig sig-object py" id="openssa.l2.util.lm.config.LMConfig.LLAMA_API_URL">
+<span class="sig-name descname"><span class="pre">LLAMA_API_URL</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'https://api.llama-api.com'</span></em><a class="headerlink" href="#openssa.l2.util.lm.config.LMConfig.LLAMA_API_URL" title="Link to this definition">¶</a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="openssa.l2.config.Config.DEFAULT_LLAMA_MODEL">
-<span class="sig-name descname"><span class="pre">DEFAULT_LLAMA_MODEL</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'llama3-70b'</span></em><a class="headerlink" href="#openssa.l2.config.Config.DEFAULT_LLAMA_MODEL" title="Link to this definition">¶</a></dt>
+<dt class="sig sig-object py" id="openssa.l2.util.lm.config.LMConfig.DEFAULT_LLAMA_MODEL">
+<span class="sig-name descname"><span class="pre">DEFAULT_LLAMA_MODEL</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'llama3-70b'</span></em><a class="headerlink" href="#openssa.l2.util.lm.config.LMConfig.DEFAULT_LLAMA_MODEL" title="Link to this definition">¶</a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="openssa.l2.config.Config.OPENAI_API_KEY">
-<span class="sig-name descname"><span class="pre">OPENAI_API_KEY</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#openssa.l2.config.Config.OPENAI_API_KEY" title="Link to this definition">¶</a></dt>
+<dt class="sig sig-object py" id="openssa.l2.util.lm.config.LMConfig.OPENAI_API_KEY">
+<span class="sig-name descname"><span class="pre">OPENAI_API_KEY</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#openssa.l2.util.lm.config.LMConfig.OPENAI_API_KEY" title="Link to this definition">¶</a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="openssa.l2.config.Config.OPENAI_API_URL">
-<span class="sig-name descname"><span class="pre">OPENAI_API_URL</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'https://api.openai.com/v1'</span></em><a class="headerlink" href="#openssa.l2.config.Config.OPENAI_API_URL" title="Link to this definition">¶</a></dt>
+<dt class="sig sig-object py" id="openssa.l2.util.lm.config.LMConfig.OPENAI_API_URL">
+<span class="sig-name descname"><span class="pre">OPENAI_API_URL</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'https://api.openai.com/v1'</span></em><a class="headerlink" href="#openssa.l2.util.lm.config.LMConfig.OPENAI_API_URL" title="Link to this definition">¶</a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="openssa.l2.config.Config.DEFAULT_OPENAI_MODEL">
-<span class="sig-name descname"><span class="pre">DEFAULT_OPENAI_MODEL</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'gpt-4-1106-preview'</span></em><a class="headerlink" href="#openssa.l2.config.Config.DEFAULT_OPENAI_MODEL" title="Link to this definition">¶</a></dt>
+<dt class="sig sig-object py" id="openssa.l2.util.lm.config.LMConfig.DEFAULT_OPENAI_MODEL">
+<span class="sig-name descname"><span class="pre">DEFAULT_OPENAI_MODEL</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'gpt-4-1106-preview'</span></em><a class="headerlink" href="#openssa.l2.util.lm.config.LMConfig.DEFAULT_OPENAI_MODEL" title="Link to this definition">¶</a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="openssa.l2.config.Config.DEFAULT_TEMPERATURE">
-<span class="sig-name descname"><span class="pre">DEFAULT_TEMPERATURE</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#openssa.l2.config.Config.DEFAULT_TEMPERATURE" title="Link to this definition">¶</a></dt>
+<dt class="sig sig-object py" id="openssa.l2.util.lm.config.LMConfig.DEFAULT_SEED">
+<span class="sig-name descname"><span class="pre">DEFAULT_SEED</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">1751323</span></em><a class="headerlink" href="#openssa.l2.util.lm.config.LMConfig.DEFAULT_SEED" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.l2.util.lm.config.LMConfig.DEFAULT_TEMPERATURE">
+<span class="sig-name descname"><span class="pre">DEFAULT_TEMPERATURE</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#openssa.l2.util.lm.config.LMConfig.DEFAULT_TEMPERATURE" title="Link to this definition">¶</a></dt>
 <dd></dd></dl>
 
 </dd></dl>
diff --git a/openssa.l2.util.lm.html b/openssa.l2.util.lm.html
index 130cc4ba9..d5769c749 100644
--- a/openssa.l2.util.lm.html
+++ b/openssa.l2.util.lm.html
@@ -91,7 +91,8 @@
 <h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">¶</a></h2>
 <div class="toctree-wrapper compound">
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="openssa.l2.util.lm.abstract.html"><code class="docutils literal notranslate"><span class="pre">AbstractLM</span></code></a><ul>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.util.lm.abstract.html">Abstract Language Model (LM) Interface</a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.util.lm.abstract.html#openssa.l2.util.lm.abstract.AbstractLM"><code class="docutils literal notranslate"><span class="pre">AbstractLM</span></code></a><ul>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.util.lm.abstract.html#openssa.l2.util.lm.abstract.AbstractLM.model"><code class="docutils literal notranslate"><span class="pre">AbstractLM.model</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.util.lm.abstract.html#openssa.l2.util.lm.abstract.AbstractLM.api_base"><code class="docutils literal notranslate"><span class="pre">AbstractLM.api_base</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.util.lm.abstract.html#openssa.l2.util.lm.abstract.AbstractLM.api_key"><code class="docutils literal notranslate"><span class="pre">AbstractLM.api_key</span></code></a></li>
@@ -100,20 +101,36 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Link to this headi
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.util.lm.abstract.html#openssa.l2.util.lm.abstract.AbstractLM.get_response"><code class="docutils literal notranslate"><span class="pre">AbstractLM.get_response()</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="openssa.l2.util.lm.llama.html"><code class="docutils literal notranslate"><span class="pre">LlamaLM</span></code></a><ul>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.util.lm.config.html">Language Model (LM) Configurations</a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig"><code class="docutils literal notranslate"><span class="pre">LMConfig</span></code></a><ul>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.LLAMA_API_KEY"><code class="docutils literal notranslate"><span class="pre">LMConfig.LLAMA_API_KEY</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.LLAMA_API_URL"><code class="docutils literal notranslate"><span class="pre">LMConfig.LLAMA_API_URL</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.DEFAULT_LLAMA_MODEL"><code class="docutils literal notranslate"><span class="pre">LMConfig.DEFAULT_LLAMA_MODEL</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.OPENAI_API_KEY"><code class="docutils literal notranslate"><span class="pre">LMConfig.OPENAI_API_KEY</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.OPENAI_API_URL"><code class="docutils literal notranslate"><span class="pre">LMConfig.OPENAI_API_URL</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.DEFAULT_OPENAI_MODEL"><code class="docutils literal notranslate"><span class="pre">LMConfig.DEFAULT_OPENAI_MODEL</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.DEFAULT_SEED"><code class="docutils literal notranslate"><span class="pre">LMConfig.DEFAULT_SEED</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.l2.util.lm.config.html#openssa.l2.util.lm.config.LMConfig.DEFAULT_TEMPERATURE"><code class="docutils literal notranslate"><span class="pre">LMConfig.DEFAULT_TEMPERATURE</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.util.lm.llama.html">Meta Llama LMs</a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.util.lm.llama.html#openssa.l2.util.lm.llama.LlamaLM"><code class="docutils literal notranslate"><span class="pre">LlamaLM</span></code></a><ul>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.util.lm.llama.html#openssa.l2.util.lm.llama.LlamaLM.client"><code class="docutils literal notranslate"><span class="pre">LlamaLM.client</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.util.lm.llama.html#openssa.l2.util.lm.llama.LlamaLM.from_defaults"><code class="docutils literal notranslate"><span class="pre">LlamaLM.from_defaults()</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.util.lm.llama.html#openssa.l2.util.lm.llama.LlamaLM.call"><code class="docutils literal notranslate"><span class="pre">LlamaLM.call()</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.util.lm.llama.html#openssa.l2.util.lm.llama.LlamaLM.get_response"><code class="docutils literal notranslate"><span class="pre">LlamaLM.get_response()</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="openssa.l2.util.lm.openai.html"><code class="docutils literal notranslate"><span class="pre">OpenAILM</span></code></a><ul>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.util.lm.openai.html">OpenAI LMs</a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.OpenAILM"><code class="docutils literal notranslate"><span class="pre">OpenAILM</span></code></a><ul>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.OpenAILM.client"><code class="docutils literal notranslate"><span class="pre">OpenAILM.client</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.OpenAILM.from_defaults"><code class="docutils literal notranslate"><span class="pre">OpenAILM.from_defaults()</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.OpenAILM.call"><code class="docutils literal notranslate"><span class="pre">OpenAILM.call()</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.OpenAILM.get_response"><code class="docutils literal notranslate"><span class="pre">OpenAILM.get_response()</span></code></a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.default_llama_index_openai_embed_model"><code class="docutils literal notranslate"><span class="pre">default_llama_index_openai_embed_model()</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.l2.util.lm.openai.html#openssa.l2.util.lm.openai.default_llama_index_openai_lm"><code class="docutils literal notranslate"><span class="pre">default_llama_index_openai_lm()</span></code></a></li>
 </ul>
 </div>
 </section>
diff --git a/openssa.l2.util.lm.llama.html b/openssa.l2.util.lm.llama.html
index ac3ea4b40..39a4188fb 100644
--- a/openssa.l2.util.lm.llama.html
+++ b/openssa.l2.util.lm.llama.html
@@ -4,7 +4,7 @@
     <meta charset="utf-8">
     <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-      <title>&lt;no title&gt;</title>
+      <title>Meta Llama LMs</title>
     
           <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
@@ -74,7 +74,7 @@
   <ul class="breadcrumbs">
     <li><a href="index.html">Docs</a> &raquo;</li>
     
-    <li>&lt;no title&gt;</li>
+    <li>Meta Llama LMs</li>
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@@ -85,7 +85,10 @@
 <hr>
           <div class="content" role="main" v-pre>
             
-  <dl class="py class" id="module-openssa.l2.util.lm.llama">
+  <section id="meta-llama-lms">
+<span id="module-openssa.l2.util.lm.llama"></span><h1>Meta Llama LMs<a class="headerlink" href="#meta-llama-lms" title="Link to this heading">¶</a></h1>
+</section>
+<dl class="py class">
 <dt class="sig sig-object py" id="openssa.l2.util.lm.llama.LlamaLM">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.util.lm.llama.</span></span><span class="sig-name descname"><span class="pre">LlamaLM</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model:</span> <span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">api_base:</span> <span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">api_key:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.l2.util.lm.llama.LlamaLM" title="Link to this definition">¶</a></dt>
 <dd><p>Bases: <a class="reference internal" href="openssa.l2.util.lm.abstract.html#openssa.l2.util.lm.abstract.AbstractLM" title="openssa.l2.util.lm.abstract.AbstractLM"><code class="xref py py-class docutils literal notranslate"><span class="pre">AbstractLM</span></code></a></p>
diff --git a/openssa.l2.util.lm.openai.html b/openssa.l2.util.lm.openai.html
index eb1a3bb00..56286a9a9 100644
--- a/openssa.l2.util.lm.openai.html
+++ b/openssa.l2.util.lm.openai.html
@@ -4,7 +4,7 @@
     <meta charset="utf-8">
     <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-      <title>&lt;no title&gt;</title>
+      <title>OpenAI LMs</title>
     
           <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
@@ -74,7 +74,7 @@
   <ul class="breadcrumbs">
     <li><a href="index.html">Docs</a> &raquo;</li>
     
-    <li>&lt;no title&gt;</li>
+    <li>OpenAI LMs</li>
   </ul>
   
 
@@ -85,7 +85,10 @@
 <hr>
           <div class="content" role="main" v-pre>
             
-  <dl class="py class" id="module-openssa.l2.util.lm.openai">
+  <section id="openai-lms">
+<span id="module-openssa.l2.util.lm.openai"></span><h1>OpenAI LMs<a class="headerlink" href="#openai-lms" title="Link to this heading">¶</a></h1>
+</section>
+<dl class="py class">
 <dt class="sig sig-object py" id="openssa.l2.util.lm.openai.OpenAILM">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.l2.util.lm.openai.</span></span><span class="sig-name descname"><span class="pre">OpenAILM</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model:</span> <span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">api_base:</span> <span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">api_key:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">&lt;factory&gt;</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.l2.util.lm.openai.OpenAILM" title="Link to this definition">¶</a></dt>
 <dd><p>Bases: <a class="reference internal" href="openssa.l2.util.lm.abstract.html#openssa.l2.util.lm.abstract.AbstractLM" title="openssa.l2.util.lm.abstract.AbstractLM"><code class="xref py py-class docutils literal notranslate"><span class="pre">AbstractLM</span></code></a></p>
@@ -115,6 +118,16 @@
 
 </dd></dl>
 
+<dl class="py function">
+<dt class="sig sig-object py" id="openssa.l2.util.lm.openai.default_llama_index_openai_embed_model">
+<span class="sig-prename descclassname"><span class="pre">openssa.l2.util.lm.openai.</span></span><span class="sig-name descname"><span class="pre">default_llama_index_openai_embed_model</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">OpenAIEmbedding</span></span></span><a class="headerlink" href="#openssa.l2.util.lm.openai.default_llama_index_openai_embed_model" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="openssa.l2.util.lm.openai.default_llama_index_openai_lm">
+<span class="sig-prename descclassname"><span class="pre">openssa.l2.util.lm.openai.</span></span><span class="sig-name descname"><span class="pre">default_llama_index_openai_lm</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">OpenAI</span></span></span><a class="headerlink" href="#openssa.l2.util.lm.openai.default_llama_index_openai_lm" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
 
 
           </div>
diff --git a/py-modindex.html b/py-modindex.html
index b9fe453bd..d43aa7a02 100644
--- a/py-modindex.html
+++ b/py-modindex.html
@@ -119,11 +119,6 @@ <h1>Python Module Index</h1>
        <td>&#160;&#160;&#160;
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        <em></em></td></tr>
-     <tr class="cg-1">
-       <td></td>
-       <td>&#160;&#160;&#160;
-       <a href="openssa.l2.config.html#module-openssa.l2.config"><code class="xref">openssa.l2.config</code></a></td><td>
-       <em></em></td></tr>
      <tr class="cg-1">
        <td></td>
        <td>&#160;&#160;&#160;
@@ -274,11 +269,6 @@ <h1>Python Module Index</h1>
        <td>&#160;&#160;&#160;
        <a href="openssa.l2.task.html#module-openssa.l2.task"><code class="xref">openssa.l2.task</code></a></td><td>
        <em></em></td></tr>
-     <tr class="cg-1">
-       <td></td>
-       <td>&#160;&#160;&#160;
-       <a href="openssa.l2.task.abstract.html#module-openssa.l2.task.abstract"><code class="xref">openssa.l2.task.abstract</code></a></td><td>
-       <em></em></td></tr>
      <tr class="cg-1">
        <td></td>
        <td>&#160;&#160;&#160;
@@ -319,6 +309,11 @@ <h1>Python Module Index</h1>
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        <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="openssa.l2.util.lm.config.html#module-openssa.l2.util.lm.config"><code class="xref">openssa.l2.util.lm.config</code></a></td><td>
+       <em></em></td></tr>
      <tr class="cg-1">
        <td></td>
        <td>&#160;&#160;&#160;