LLM 中转站可以读取 Prompt，也可能改写工具调用。生产数据进入代理前，应先核验路由、数据政策、凭证边界、完整性控制和退出能力。
LLM relays can read prompts and rewrite tool calls. Use this evidence-based audit contract before production data or agents cross a proxy.
DeepSeek V4.1 用 SWA 有界重放压缩持久 KV 缓存。本文拆解缓存命中时变化的状态、已有证据与上线前测试矩阵。
DeepSeek V4.1 cuts persistent KV storage with bounded replay. See what changes on a cache hit, what was tested, and how to validate it.
为每条 AI 分析结论建立从业务问题到数据源、查询、结果、图表、刷新和批准动作的可验证合同。
A practical contract for tracing every AI analytics claim from business question to source, query, result, chart, refresh, and approved action.
迁移到 OpenAI 托管式 Codex Harness 前，逐项审计状态、权限、恢复、可观测性与真实成本。
Audit state, authority, recovery, observability, and cost before migrating production agents to OpenAI's managed Codex harness.
Web Bot Auth 只能验证签名身份。机器人访问治理还需要站点偏好、用途声明、名录分类、本地策略和可审计的边缘执行。
Web Bot Auth verifies a signing key. Robot access needs declared purpose, directory classification, local policy, and auditable edge enforcement.
