Let Skills Evolve Collectively with Agentic Evolver
WikiSkill (arXiv:2608.27454) for Hermes Agent — self-evolving agent skills via a persistent knowledge wiki. Faithful Algorithm 1 implementation with real agent runs, isolated skill gating, and a documented live run log.
Evidence-driven skill evolution for Hermes Agent — reports, dry-run proposals, candidate search, and guarded apply
Evolving what multimodal agents see and how they read it. Framework, ten reusable task skills, and paper resources.
Flow-driven recursive skill evolution for agentic LLM orchestration.
Δτ-Bench: Pushing Agents Toward a Moving Capability Frontier
SkillTV-Bench: a benchmark for evaluating, evolving, and analyzing judge skills on agent trajectories.
Multi-agent framework for Claude Code: tier-aware acceptance (S/M/L), acceptor/optimizer split, filesystem-isolated adversary review, cross-family second-opinion via Codex MCP, SkillOpt-style skill evolution, event ledger observability, human as supreme judge
Bionic memory for AI agents: GraphRAG, predictive memory, dream consolidation, governed skill evolution, MCP, REST API, and dashboard.
数字员工操作系统 — AI agent 像真正员工一样工作。3D 虚拟办公室 + 经验固化为可执行程序（测试门禁晋升 · LLM 审阅迭代 · 相似任务免 LLM）+ 职业发展 + 记忆
技能自进化系统 v2.0.0 — 8阶段Loop + 跨模型双裁判 + 30题测试集
MetaClaw fork: self-hosted GPU training (GRPO + LoRA + vLLM), per-agent skill isolation, multi-agent mode routing, training engine bug fixes. Train your AI agent on your own A100s. No cloud dependency.
天演·多引擎合一 Agent Skill 进化系统：判据校准→wiki知识编译→证据驱动编辑→防膨胀→四层门控→测试集生长→版本化发布
Evolve AI agent skills through chat interactions that persist across devices and users with a collective learning framework.
Zero-dependency AI agent orchestration engine. Parallel DAG execution, skill genetics, ontology routing, human approval gates. 8.7K LOC, <1MB. The embeddable agent engine that learns.
面向企业数据分析与运维诊断的 Agent Harness，统一管理任务规划、工具执行、权限审批、上下文与预算。将执行轨迹提炼为经验和 Skill，通过离线评测、人工审批与版本回滚，实现可追溯的受控方法演进。
Turn Codex work records into a personal wiki and reusable skill candidates, with source evidence and evaluation gates.
Human-gated, local-first self-evolution for Codex Skills.
SoulSkill packages native AISP skill packages as a local skill library plus Codex and Claude Code plugin adapters. It gives agents and developers a self-contained way to discover, inspect, validate, hash, and distribute AISP skills.
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