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Skill Optimization

3 articles · Page 1 of 1
Programmer DD
Programmer DD
Jun 20, 2026 · Artificial Intelligence

AI Agents Enter Governance Phase: Low‑Barrier Deployment, CI Permissions, Cost Visibility, and Skill Training

The article reviews recent engineering advances that push AI agents into a governance stage, covering Cloudflare's temporary‑account deployment, GitHub Actions' workflow protections and custom image layering, SkillOpt's trainable skill docs, OpenRath's session runtime, and GoLongRL's long‑context reinforcement learning, highlighting the shift from model performance to robust operational tooling.

AI agentsCI GovernanceSkill Optimization
0 likes · 12 min read
AI Agents Enter Governance Phase: Low‑Barrier Deployment, CI Permissions, Cost Visibility, and Skill Training
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Jun 12, 2026 · Artificial Intelligence

The Next Frontier for Large‑Scale LLM Agents: 17 Must‑Read Papers on Self‑Evolving Harnesses

This article surveys 17 recent core papers that explore how the system‑level harness surrounding large‑model agents can be automatically generated, evolved, and audited, covering topics such as system boundaries, failure‑driven improvement, memory and skill optimization, source‑level rewriting, scaling laws, aging, and safety.

Agent MemoryHarness EngineeringLLM agents
0 likes · 18 min read
The Next Frontier for Large‑Scale LLM Agents: 17 Must‑Read Papers on Self‑Evolving Harnesses
Geek Labs
Geek Labs
Apr 24, 2026 · Artificial Intelligence

Automatically Evolve Claude Code Skills: Open‑Source System That Strengthens AI Tools Over Time

The darwin-skill project introduces a ratchet‑based optimization loop that scores each Skill on eight dimensions, generates improvement proposals, commits changes, re‑scores, and only retains upgrades, with human confirmation between phases, enabling scalable maintenance of dozens of AI agent Skills.

AI agentsClaude CodeDarwin-skill
0 likes · 6 min read
Automatically Evolve Claude Code Skills: Open‑Source System That Strengthens AI Tools Over Time