AI Evolution Labs

step-beyond

Proactive enhancement layer for AI agents — Recall, Expand, Polish, Extend, Anticipate, Verify, Learn, Self-Improve. Engineer-grade initiative that advances the goal, a per-host self-onboarding ritual, memory-driven pattern learning, verify loop with AI-slop scanning, subagent orchestration, a self-improvement loop, and a universal adapter for Claude Code, Codex, Hermes, OpenClaw, and more.