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v1.0.1

jo-inc/camofox-browserv1.0.1Jan 6, 2026by asdek

AI Summary

This release addresses stability and configuration issues within the LLM agent framework. It introduces enhanced error diagnostics, a migration to a new DuckDuckGo API, and updates to provider authorization to bypass guardrails.

Key Highlights

  • Enhanced error diagnostics including stop reason details for LLM tool failures.
  • Migrated DuckDuckGo search to a new API with HTML response parsing for better reliability.
  • Added authorization framework to agent prompts to bypass content filters.
  • Temporarily switched primary model to o4-mini due to OpenAI prompt evaluation instability.

New Features

  • Stop reason handling in error messages
  • New DuckDuckGo API integration
  • Prompt authorization framework
  • Human-in-the-loop mode recommendation

Full Release Notes

## 🐛 Bug Fixes & Improvements

### Enhanced Error Diagnostics
- Added stop reason to error messages when LLM fails to generate tool calls
- If stop reason is `length`, increase `max_tokens` parameter for the affected agent in provider settings
- Improves troubleshooting and configuration optimization

### DuckDuckGo Search Stability
- Migrated to new DuckDuckGo API with HTML response parsing
- Added comprehensive test coverage with real-world search scenarios
- Significantly improved reliability and result quality

### Provider Guardrails Bypass
- Added explicit authorization framework to all agent prompts
- Prevents blocking by OpenAI, Anthropic, and Google Gemini content filters
- Clarified penetration testing context as pre-authorized activity

### OpenAI Configuration Updates
- Temporarily switched from `gpt-5` to `o4-mini` for primary agent and assistant due to OpenAI prompt evaluation instability
- Increased `max_tokens` limits across multiple agents for better output capacity
- **Recommendation**: Enable Human-in-the-loop mode (`ASK_USER=true` in `.env`) when using OpenAI provider for improved stability

### Additional Improvements
- Enhanced message formatting in vector store communications with document match scores
- Improved clarity in generator and refiner prompts for user task interpretation
- Added customer interaction protocol for AskUser tool

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**Full Changelog**: https://github.com/vxcontrol/pentagi/compare/v1.0.0...v1.0.1