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AI · June 20, 2026

Autonomy – Self-Harness/Self-Directed AI Agent Core Under Development

Bill Liu 打造的 Autonomy 框架:具備 Beam Search 候選排序、受管行動閘道、程序技能學習與後台技能策展守護程序的自律型 AI 代理人系統。

Autonomy – Self-Harness/Self-Directed AI Agent Core Under Development launched on June 20, 2026 with 5 votes, #2,466 of 22,647 launches that month and more than 75% of that year's launches.

What it does

AgentLoop.run(goal, max_steps=12) 啟動後完全自主執行,每步驟透過 run_turn() 推進。支援互動模式( interactive=True )與批次模式,所有事件均以 run_id 記錄於 AutonomyStore 。 CandidateSelector 以 evidence_strength(+0.30)、purpose(+0.10)、risk(−0.35)、side_effects(−0.20)、penalty(−1.0)五個維度計算總分,選出前 beam_width=3 名候選路徑送往執行。 每次 Run 結束後, LearningLoop.review_run() 自動觸發:若結果為 ACHIEVED 且有 ≥2 個成功步驟,自動起草新 ProcedureSkillDraft (信心度 0.85),生成 LearningProposal 等待審核。 每次 Run 結束後, CuratorDaemon 在後台執行緒( daemon=True )非同步啟動 SkillCurator.apply_auto_merges() ,自動偵測並合併重複(信心 0.95)或子集(信心 0.90)技能,防止技能庫膨脹。 mcp 工具集透過 mcp_servers.yaml 匯入外部 Model Context Protocol 工具。每個工具以 mcp_<server>_<tool> 格式經由 ToolRegistry 與 ActionGateway 受管執行,風險等級 MEDIUM。 memory 工具集(預設啟用)提供…from autonomy-landing-page.vercel.app

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