{"slug":"majiayu000-autonomous-agents","source_name":"majiayu000/autonomous-agents","name":"Majiayu000/Autonomous Agents","description":"Autonomous agents are AI systems that can independently decompose goals, plan actions, execute tools, and self-correct without constant human guidance. The challenge isn't making them capable - it's making them reliable. Every extra decision multiplies failure probability.  This skill covers agent loops (ReAct, Plan-Execute), goal decomposition, reflection patterns, and production reliability. Key insight: compounding error rates kill autonomous agents. A 95% success rate per step drops to 60% b","version":1,"lift":{"pass_rate_delta_pts":9.09,"pass_rate_pct":100,"total_cases":22,"passed_cases":22,"tokens_delta_pct":5.8,"turns_delta_pct":0,"verdict":"pass","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-19T01:53:00.840538+00:00"},"skill_score":null,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":9.09,"with_pass_pct":100,"without_pass_pct":90.9,"tokens_delta_pct":5.8,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"pass","never_hurt":true,"completed_at":"2026-08-19T01:53:00.840538+00:00","run_id":"0705ae72-1193-469e-9094-2a87b16eb27c","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"MIT","install_count":0,"manifest_hash":"609532a2f8f118570cd8f63899383a3a6afd8e70e85e1b38a7d15f5620b94923","raw_url":"https://app.decimal.ai/s/majiayu000-autonomous-agents/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/majiayu000-autonomous-agents"}