Chaos pivot

Auto-diagnose agent failures, extract reusable recovery patterns, and create local skills to fix recurring blockers while keeping all data private and local.

Lightweight self-improvement loop for AI agents. Auto-captures errors, corrections, and discoveries in a fast one-line format. Smart dedup, auto-promotion to...

Repair Evolver restart storms caused by singleton lock/PID false positives and service restart policy mismatch.

Automatically switches between cloud and local LLMs on rate limits, with user confirmation required for local code generation.

Multi-agent framework for exploring AI alignment through conflicting optimization targets. Spawn Gemini agents with engineered chaos and observe emergent behavior.

Implementation + audit loop using parallel agent teams with structured simplify, harden, and document passes. Spawns implementation agents to do the work, th...