AI slop CVEs can trigger harmful patches. Require provenance, source, reachability, reproduction, and fix evidence before auto-remediation.
出售二手 SSD 前，按数据风险选择清除方法，核验设备身份、能力与完成状态，并保留一份可复核的清除记录。
Securely erase an SSD before selling it with risk-based sanitization, completion checks, validation, and a reusable evidence record.
Flint 在 AI 意图和图表代码之间增加语义中间层，使可视化生成可编辑、可迁移、可测试。
Flint adds a semantic intermediate representation between AI intent and chart code, making visualization generation editable, portable, and testable.
将实时转写设计为独立协议合同，明确 Turn 身份、增量文本、完成事件、延迟、修订与降级路径。
Design realtime transcription as an independent protocol contract with explicit turn identity, deltas, completion, latency, revisions, and fallbacks.
HANDBOOK.md 说明规则进入 Context 仍不足以形成控制。本文给出规则检索、执行前判定、提交门控与事后核验四层方案。
HANDBOOK.md shows why policy in context is not control. Build AI agent compliance with retrieval, preflight decisions, commit gates, and verification.
欧盟 AI 法案第 50 条需要提供者与部署者建立证据交接，分别处理机器标记、用户披露、例外和线上验证。
