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2026 / 09

Gemini 3.8 Live Benchmark: A Dual-Latency Contract for Voice Agents

2026-09-16

最佳实践 #Gemini 3.8 Live#Voice Agent Benchmark#Voice AI Latency#Turn Taking#Extended Thinking#Live API#Voice Agent Evaluation
Benchmark Gemini 3.8 Live with two clocks: response latency and verified task completion across turns, tools, and interruptions.
Home Assistant 外部 API 自动化：有效、未知与过期三态合同

2026-09-15

最佳实践 #Home Assistant#API自动化#传感器过期#unknown状态#unavailable状态#Template Sensor#智能家居可靠性
外部 API 返回数值，不代表自动化已经拿到可执行事实。用有效、未知与过期三态合同分离业务值、数据质量、恢复动作和控制权限。
Home Assistant API Automations: A Valid, Unknown, and Stale State Contract

2026-09-15

最佳实践 #Home Assistant#API Automation#Stale Sensor#Unknown State#Unavailable State#Template Sensor#Smart Home Reliability
Make Home Assistant API automations reliable by separating values from validity, staleness, recovery, and action authority in a three-state contract.
LLM 中转站安全审计：把 Prompt 路由当作数据供应链

2026-09-15

最佳实践 #LLM中转站安全#LLM API代理#Prompt路由#AI供应链#Agent安全#API安全#数据治理
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 Relay Security: Audit the Data Supply Chain

2026-09-15

最佳实践 #LLM Relay Security#LLM API Proxy#Prompt Routing#AI Supply Chain#Agent Security#API Security#Data Governance
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 的 SWA 有界重放：缓存命中时，KV 重建丢了什么

2026-09-13

解读 #DeepSeek V4.1#SWA有界重放#KV Cache#滑动窗口注意力#SGLang#长上下文#LLM推理
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 SWA Bounded Replay: What Cache-Hit Reconstruction Forgets

2026-09-13

解读 #DeepSeek V4.1#SWA Bounded Replay#KV Cache#Sliding Window Attention#SGLang#Long Context#LLM Inference
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.
ChatGPT Data Agent：可验证分析合同

2026-09-11

最佳实践 #ChatGPT Data Agent#可验证分析#数据血缘#SQL溯源#可复现仪表盘#ChatGPT Work#数据治理
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。
ChatGPT Data Agent: A Verifiable Analytics Contract

2026-09-11

最佳实践 #ChatGPT Data Agent#Verifiable Analytics#Data Lineage#SQL Provenance#Reproducible Dashboard#ChatGPT Work#Data Governance
A practical contract for tracing every AI analytics claim from business question to source, query, result, chart, refresh, and approved action.
OpenAI Agents API 迁移审计清单

2026-09-11

最佳实践 #OpenAI Agents API#托管式Harness#Agent迁移#Agent状态#Agent安全#Agent可观测性#Codex Harness
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。
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