Dev madina

[madina1203]

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[qodo-code-review]

Review Summary by Qodo

Clean up LLM configuration and fix gpt-5.5 temperature validation

🐞 Bug fix ✨ Enhancement

Walkthroughs

Description

• Consolidate LLM configuration by removing duplicate/unused sections
• Rename llm_o3_mini to llm_mini for consistency with model ID
• Fix gpt-5.5 temperature from 0 to 1 to resolve API validation errors
• Update model IDs for LiteLLM providers (Gemini, Mistral, OpenAI)
• Add LangSmith Evaluation documentation to navigation

Diagram

flowchart LR
  A["params.ini<br/>LLM Config"] -->|Remove duplicates| B["Consolidated<br/>Sections"]
  A -->|Fix temperature| C["gpt-5.5<br/>temp=1"]
  D["tool_sparql.py<br/>llm_o3_mini"] -->|Rename| E["llm_mini"]
  F["llm_handler.py<br/>Section list"] -->|Trim| G["llm_o, llm_mini"]
  H["mkdocs.yml"] -->|Add| I["LangSmith docs"]

Loading

File Changes

1. app/config/params.ini ⚙️ Configuration changes +5/-26

Consolidate LLM sections and fix temperature validation

• Remove unused LLM sections: llm_preview, llm_gpt_5, llm_o1 (duplicated configurations)
• Rename [llm_o3_mini] to [llm_mini] to match actual model ID gpt-5.4-mini
• Change gpt-5.5 temperature from 0 to 1 (API rejects temperature=0 for this model)
• Update LiteLLM model IDs: Gemini to gemini-3-pro-preview, Mistral to mistral-large-latest, OpenAI
 to gpt-5.5

app/config/params.ini

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2. app/core/llm_handler.py ⚙️ Configuration changes +1/-1

Reduce LLM handler to active sections only

• Trim sections list from 6 entries to 2: ["llm_o", "llm_mini"]
• Remove references to deleted configuration sections

app/core/llm_handler.py

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3. app/core/agents/sparql/tool_sparql.py 🐞 Bug fix +1/-1

Update SPARQL chain to use renamed LLM key

• Update SPARQL improvement chain to use llm["llm_mini"] instead of llm["llm_o3_mini"]
• Align with renamed configuration section

app/core/agents/sparql/tool_sparql.py

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View more (2)

4. app/core/tests/test_sparql_tool.py 🧪 Tests +1/-1

Update test fixture for renamed LLM key

• Update test fixture to use llm_mini instead of llm_o3_mini
• Maintain consistency with renamed configuration

app/core/tests/test_sparql_tool.py

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5. mkdocs.yml 📝 Documentation +1/-0

Add LangSmith evaluation documentation reference

• Add LangSmith Evaluation documentation link to Examples section

mkdocs.yml

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[qodo-code-review]

Code Review by Qodo

🐞 Bugs (0) 📘 Rule violations (0) 📎 Requirement gaps (0)

1. Temperature raises runtime error risk ✓ Resolved 🐞 Bug ☼ Reliability

Description

Default temperatures for llm_o and llm_mini are now 1, increasing output variance for supervisor
routing and SPARQL generation. This raises the likelihood of malformed structured outputs (parser
failures) or invalid SPARQL (ValueError from graph.query), which will fail the workflow execution
path.

Code

app/config/params.ini[R1-9]

[llm_o]
id = gpt-5.5
-temperature = 0
+temperature = 1
max_retries = 3

-
[llm_mini]
id = gpt-5.4-mini
-temperature = 0
-max_retries = 3
-
-[llm_o3_mini]
-id = gpt-5.4-mini
-temperature = 1
-max_retries = 3
-
-[llm_gpt_5]
-id = gpt-5.5
-temperature = 1
-max_retries = 3
-
-[llm_o1]
-id = gpt-5.5
temperature = 1
max_retries = 3

Evidence

The configuration now sets temperature=1 for both llm_o and llm_mini, which are used directly for
(a) supervisor routing via strict function-call JSON parsing and (b) SPARQL generation/improvement
whose raw text is executed against the graph. Failures in either path bubble up as exceptions (no
local recovery around these calls).

app/config/params.ini[1-9]
app/core/agents/supervisor/agent.py[14-56]
app/core/agents/sparql/tool_sparql.py[237-314]
app/core/graph_management/RdfGraphCustom.py[134-159]

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