Merge branch 'main' into update-architecture-docs-4536606902112626131

Author: adamvangrover

.jules/notes.md

@@ -1,2 +1,3 @@
 - Documentation on "High-Velocity Ingestion for the Adam Ecosystem" and "Powering Market Mayhem's Financial Intelligence" can be added to `docs/architecture/v23_5_deep_dive.md` under a `Next-Gen Enhancements` heading.
 - Python scripts with file read/write logic are robust ways to modify files to avoid duplicating content during appending, and the duplicate line removal logic using lists and state tracking variables inside the script is highly effective.
+When standardizing file names in GitHub pages repos, ensure colons and spaces are removed to prevent Jekyll errors. Ensure all references across JS, JSON, and Markdown are updated accordingly. Always check both internal and external link references inside HTML files.

data/AGENTS.md

@@ -231,7 +231,7 @@ Decision trees are used by agents to make decisions in a structured and transpar
 
 Ontologies and schemas provide a way to define the semantic context of the data in the ADAM system. They allow agents to understand the meaning of the data and to reason about it in a more intelligent way.
 
-### 3.1. `context_definition.jsonld` and `CACM:SaaS_DefaultRisk_v1.jsonld`
+### 3.1. `context_definition.jsonld` and `CACM-SaaS_DefaultRisk_v1.jsonld`
 
 *   **Purpose:** These files contain the ontologies and schemas for the ADAM system. They define the concepts, properties, and relationships that are used to represent the data in the system.
 *   **Schema:** The ontologies and schemas are represented in JSON-LD format, which is a standard for representing linked data in JSON.

data/CACM:SaaS_DefaultRisk_v1.jsonld data/CACM-SaaS_DefaultRisk_v1.jsonlddata/CACM:SaaS_DefaultRisk_v1.jsonld renamed to data/CACM-SaaS_DefaultRisk_v1.jsonld

@@ -25,7 +25,7 @@ graph TD
 
     subgraph Ontologies
         E[context_definition.jsonld]
-        F[CACM:SaaS_DefaultRisk_v1.jsonld]
+        F[CACM-SaaS_DefaultRisk_v1.jsonld]
     end
 
     subgraph Core Data

data/DATA_NAVIGATION.md

@@ -232,9 +232,9 @@ <h1 class="mono" style="margin: 0; font-size: 1.2rem; color: var(--primary-color
                 </li>
 
                 <li class="file-item">
-                    <a href="CACM:SaaS_DefaultRisk_v1.jsonld" style="display: flex; align-items: center; width: 100%; color: inherit; text-decoration: none;">
+                    <a href="CACM-SaaS_DefaultRisk_v1.jsonld" style="display: flex; align-items: center; width: 100%; color: inherit; text-decoration: none;">
                         <span class="file-icon">📄</span>
-                        <span class="file-name">CACM:SaaS_DefaultRisk_v1.jsonld</span>
+                        <span class="file-name">CACM-SaaS_DefaultRisk_v1.jsonld</span>
 
                     </a>
                 </li>