diff --git a/.ruff.toml b/.ruff.toml
index b009f3801..6cddee311 100644
--- a/.ruff.toml
+++ b/.ruff.toml
@@ -101,6 +101,7 @@ ignore = [
   "PTH118",  # `os.path.join()` should be replaced by `Path` with `/` operator
   "PTH119",  # `os.path.basename()` should be replaced by `Path.name`
   "PTH123",  # `open()` should be replaced by `Path.open()`
+  "PTH208",  # use `pathlib.Path.iterdir()` instead
   "PLC0415",  # `import` should be at the top-level of a file
   "PLR0904",  # too many public methods
   "PLR0917",  # too many positional arguments
diff --git a/examples/llamarine/app.py b/examples/llamarine/app.py
index 0a56cb294..2e4435712 100644
--- a/examples/llamarine/app.py
+++ b/examples/llamarine/app.py
@@ -40,6 +40,24 @@
 os.makedirs(OUTPUT_DIR, exist_ok=True)
 
 
+def get_solution(problem: str, use_domain_lm: bool = False) -> str:
+    agent = get_or_create_agent(use_domain_lm)
+    return agent.solve(problem=problem, allow_reject=True)
+
+
+def get_domain_response(response: str) -> str:
+    response = OpenAILM.from_defaults().get_response(
+        prompt=f"""Please respond the following text, with making sure there is a conclusion which is the main action item at the end of the response.
+            {response}
+        """,
+        history=[
+            {"role": "system", "content": LLAMARINE_SYSTEM_PROMPT},
+            {"role": "user", "content": LLAMARINE_USER_PROMPT},
+        ]
+    )
+    return response
+
+
 def main(use_domain_lm: bool = False):
     st.set_page_config(page_title=TITLE,
                        page_icon=None,
@@ -85,24 +103,14 @@ def main(use_domain_lm: bool = False):
 
             if not st.session_state.agent_solutions[st.session_state.typed_problem] or OVERWRITE:
                 st.session_state.agent_solutions[st.session_state.typed_problem]: str = \
-                    get_or_create_agent(use_domain_lm).solve(
-                        problem=st.session_state.typed_problem, allow_reject=True)
+                    get_solution(problem=st.session_state.typed_problem, use_domain_lm=use_domain_lm)
                 # write st.session_state.agent_solutions to JSON file
                 with open(file=OUTPUT_FILE_PATH, mode='w', encoding='utf-8') as f:
                     f.write(json.dumps(st.session_state.agent_solutions))
 
         solution = st.session_state.agent_solutions[st.session_state.typed_problem]
         if use_domain_lm:
-            solution = OpenAILM.from_defaults().get_response(
-                prompt=f"""Please respond the following text, with making sure there is a conclusion which is the main action item at the end of the response.
-                    {solution}
-                """,
-                history=[
-                    {"role": "system", "content": LLAMARINE_SYSTEM_PROMPT},
-                    {"role": "user", "content": LLAMARINE_USER_PROMPT},
-                ]
-            )
-
+            solution = get_domain_response(response=solution)
         st.markdown(body=solution)
 
 
diff --git a/examples/llamarine/expert-knowledge.txt b/examples/llamarine/expert-knowledge.txt
index 6e32aa82b..383ccc38d 100644
--- a/examples/llamarine/expert-knowledge.txt
+++ b/examples/llamarine/expert-knowledge.txt
@@ -33,7 +33,7 @@ In an overtaking situation, it is important to first identify whether the target
 
 ---
 
-## **2. Mastering COLREGs Application combined with DCPA and/or TCPA consideration**
+## **2. Mastering COLREGs Application combined with DCPA and TCPA considerations**
 1. **“When in doubt, give way—always.”**  
    - If you cannot assess risk or priority clearly, **assume the give-way role** to stay safe.
 
@@ -50,8 +50,8 @@ In an overtaking situation, it is important to first identify whether the target
    - Meeting a left-crossing? **Stand-on is default**.
 
 5. **"Meeting an overtaking? You must stay clear."**
-   - If the target ship is overtaking, **Stand-on is default**, unless the following conditions: the DCPA of the own ship and the target ship is shorter than the {safe distance to be overtaken}, and the TCPA of the own ship and the target ship is shorter than the {safe time to be overtaken}, then you must turn in the direction of separation.
-   - If the own ship is overtaking, **Stand-on is default** for the following conditions: The DCPA of the own ship and the target ship is longer than the {safe distance to overtake}, and the TCPA of the own ship and the target ship is longer than the {safe time to overtake}.
+   - If the target ship is overtaking, **Stand-on is default**, unless there is a reason not to. The only reason you must turn in the direction of separation in the situation that the target ship is overtaking is that the both following DCPA & TCPA conditions must meet: the DCPA of the own ship and the target ship is shorter than the {safe distance to be overtaken}, and the TCPA of the own ship and the target ship is shorter than the {safe time to be overtaken}.
+   - If the own ship is overtaking, **Stand-on is default** for both the following DCPA & TCPA conditions: The DCPA of the own ship and the target ship is longer than the {safe distance to overtake}, and the TCPA of the own ship and the target ship is longer than the {safe time to overtake}.
 
 ---