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ZethraAI Integration & Robustness Report

This document summarizes the changes made to the ZethraOS AI daemon and development scripts to support modern AI providers and ensure system stability.

1. Multi-Provider Support

We have successfully expanded the AI daemon to support a diverse set of AI "brains."

  • Google Gemini: Added native support for the gemini-2.0-flash model via the Google AI Studio API.
  • xAI Grok: Integrated the latest Grok models using the xAI API key.
  • Ollama: Stabilized local inference for private, offline crash analysis.
  • Groq: Configured for high-speed, low-latency processing of Llama-3 models.

2. "Bulletproof" JSON Pipeline

To handle the inconsistencies of various AI models (especially small local models), we implemented a robust parsing stack:

  • JSON Repair Engine: A custom repair_json helper that automatically detects truncated responses and converts single-quotes to double-quotes. It "heals" malformed JSON by closing dangling quotes, braces, and brackets.
  • Permissive Mapping: The system now handles both snake_case and camelCase keys, coerces types, and provides safe defaults for missing fields.
  • Robust Test Cases: Skips malformed test case entries silently rather than failing the whole analysis.

3. Performance & Stability Fixes

  • Token Limit Increase: Increased internal token limits to 4096 across all providers to prevent patch truncation.
  • Ollama Optimization: Switched the local Ollama interface to use the OpenAI-compatible /v1 endpoint.
  • Diagnostic Visibility: Increased the error log capture range to 2048 characters.

4. OS Immune System Architecture

The AI daemon has been upgraded from a simple log analyzer to a proactive OS "Immune System."

  • Structured Risk Assessment: The system now models issues with RootCause, ImpactAssessment, and ProposedFix objects.
  • Smart Auto-Merge: Decision logic is now much more granular. Auto-merge is only granted if:
    • Confidence is high (≥ 92%).
    • Impact assessment confirms NO data loss risk, NO security risk, and NO reboot required.
  • CWE Integration: Root causes now support cwe_id for automated security database cross-referencing.

5. Developer Experience (dev.sh)

  • Updated the system validation logic for macOS compatibility (cut instead of grep -P).
  • Updated dev.sh to allow Ollama to run even if no cloud keys are found.
  • Added a comprehensive guided setup for free AI providers.

6. Summary of Files Changed

  • analyzer.rs: Core logic, provider detection, JSON repair, and permissive mapping.
  • dev.sh: Environment validation and provider guidance.