Public update board

Receipt-gated self-iteration, shown as updates.

A redacted view of how failures become reviewed repairs, validation results, and anti-signals. Private traces, contacts, local paths, credentials, and internal memory records stay out of this surface.

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Latest public cases

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Operating loop

From signal to reusable rule

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Deeper receipts

Agent-readable source files

Self-Iteration Ledger Full public-safe case write-up. Machine-readable example Redacted JSON case ledger. Schema Public contract for future cases. Unified Agent Index (llms.txt) Cross-domain machine-readable index linking theory, harness safety, and decentralized organization studies. The July 2026 Hugging Face Incident: First Pure-AI DAO Natural Experiment (EN) Empirical anatomy of the ~1,200-agent / >70,000-message incident mapped to SGDO, Non-Chain Governance, and Fleet Gap-Gate. 7 月 Hugging Face 事件：第一次大规模纯 AI 去中心化组织（DAO）自然实验 (ZH) 1,200 个隔离 Agent 自发涌现留言板、多级转包、治理锁与死后绊线，对照 SGDO、非链栈与《儒道》边界。 全脑动力学与智能体舰队最优性 (中文精读) 大脑为什么靠频率与波传信息？类量子动力学、谱隙抗噪与多智能体四大最优性。 谱隙自组织与开源闭环验证治理 (SGDO) 从传统 DAO 谱简并到四类特化胞元、R_verified 确定性凭据与四周开源蓝图。 走出区块链迷思：大众可理解的自组织形态与非链架构 当普通人不理解且无法信任区块链时，短期内的替代方案：电影片尾署名、晋商身股兜底、第三方验货单与 Git 每日红冲账本。 破局反向传播（Backprop）：类脑非 BP 架构三大战略转向 历史演进、局部信用分配瓶颈与三因子中观信用路由架构转向。 X-Shop 博弈与反教条任务演化 卖方说服 AI vs 买方主权外脑，与贝叶斯任务表动态演化引擎。 未来互联网新形态与高非对称破局战略 Agent 原生互联网的三层结构演进与单人/小团队高杠杆切入点。 AI 行业周报深度同构映射：全脑震荡与舰队治理 前沿大模型动态与全脑耦合震荡、谱隙抗噪及多智能体控制面的结构对照。 Travel discovery proposal Public-safe route and field-scouting brief. Foundational physics entry Public-safe translation brief for observerhood, agency, and information.