agent-evolution

Agent Waystation · Agent 驿站 — a stopover for AI agents, builders, tools, and field reports

Automated harness evolution for AI agents. A Claude Code plugin that iteratively optimizes system prompts, routing, retrieval, and orchestration code using full-trace counterfactual diagnosis. Based on Meta-Harness (Lee et al., 2026).

A research framework for principled agent self-improvement under frozen evaluators and declared mutation boundaries, recording verifiable lineage to make it reproducible and auditable.

Governed evolution layer for OpenClaw and Atlas Memory: runtime ingest, audit trails, reviewable proposals, rollback-safe promotion, and restart-safe handoff workflows.

Methodology skill + deterministic harness for agents that self-iterate any skill/repo/project. Anti-self-deception by design — an un-gameable acceptance gate so 'accepted = real improvement', not a fake score-up curve. Built for the open-ended, no-ground-truth domains the self-improving-agent literature skips. 521 tests.

企业 AI 的迷宫经验编译器 —— 把 Agent 的踩坑与人工纠正，编译成可治理、可继承的经验胶囊。

Research platform for AI agent integrity under adversarial pressure: append-only hash-chained belief store with content-addressed artifacts and replay / regression / falsification / invariants gates.

Rollback-first reliability layer for AI agents: trace failures, apply guarded changes, and rollback on regression.

SoulAgent - Claude Code skill / plugin Powered by AISOP/AIAP — chat, Yijing divination, and create / evolve AIAP packages from your terminal.

Audit AI coding agents and project configurations for security flaws using static analysis, custom rules, and LLM-assisted verification.

continuous-learning-v2 - Claude Code Skill