Refactor and add new debugging scripts; update question fetching logic

claude fix

test

opencode

video update

fix vision

update agent

fix nvidia

feat: Reorder `smart_invoke` fallback to OpenRouter-Gemini-Groq, add adaptive Gemini model selection, and persist API tier for subsequent calls.

increase models

feat: Upgrade Gemini model, reorder model fallback tiers, enhance error handling, and add image tool forcing with a new test.

refactor: Remove explicit `google_api_key` assignment for Gemini model, relying on automatic environment variable pickup.

build: Add compiled Python bytecode for the agent module.

feat: Update `analyze_image` and `analyze_video` tool descriptions and system prompt rules to enhance multimedia processing.

feat: Increase processed questions in `app.py` and use `ToolMessage` for tool call results in `agent.py`.

update

feat: Add image and video analysis tools using Groq Vision, integrate file attachment handling into the agent, and configure VS Code Python settings.

a

Refactor web_search function to remove max_results parameter and default to 5 results in DuckDuckGo search.

add wiki tool

Refactor agent.py to remove the get_image_file tool and update app copy.py to process and print multiple questions from the API response.

update model

strip

Add placeholder function for image file retrieval in agent.py

Update Hugging Face model repository in agent.py to use DeepSeek-R1-0528 for improved text generation.

fixing empty output

Refactor answer_message function to prepend a SystemMessage for context, handle tool calls more robustly, and ensure final responses are generated without tool invocation. This enhances the overall response accuracy and flow.

fix