Claude Code session retention is 30 days by default for CLI transcripts, with Desktop exceptions. Build a four-layer archive and retrieval contract.
从传感器采集、匿名路由、远程证明、TEE 处理、持久记忆、日志到可验证删除，逐层审计私有 AI 眼镜。
Audit private AI glasses from sensor capture through anonymous routing, attestation, TEE processing, persistent memory, logging, and verifiable deleti
用诱饵仓库、登录态差分、文件系统追踪、网络出口捕获和删除证据，在登录前审计 Coding Agent 的仓库数据流。
Audit coding agent data flows before login with canary repositories, auth-state diffs, filesystem traces, egress capture, and deletion evidence.
用显式断点、九类失效原因、Usage 证据和包含写入费的成本模型，审计 GPT-6 Prompt 缓存。
Audit GPT-6 prompt caching with explicit breakpoints, nine cache-miss reasons, usage evidence, and a cost model that includes cache writes.
Meta Rebalancer 展示了怎样用稳定合同连接业务策略、数学表达、求解器和调试工具。
Meta Rebalancer shows how assignment systems improve when policy, expression, solving, and debugging share a stable contract.
AI 数学成果需要分别通过正确性、重要性与公开传播三道门，并明确保留最终决策责任。
