Agent State Machines: Building Deterministic Scaffolding for Agents
If you're not using some type of agent state machine, you're completely at the mercy of the nondeterministic nature of models. Are you reall...
Topic
#agent-state
10 篇笔记
The Harness Playbook
Model the agentic harness like a game engine and most of its hard problems — durable state, tools, configuration, the TUI, inference — collapse into ones other people already solved.
DeepSeek 刚支持了 OpenAI Responses API，但你可能还不知道它是什么
2026 年 7 月 31 日，DeepSeek 悄悄发布了 V4-Flash-0731，附带一行更新日志：原生支持 OpenAI Responses API。消息不大，但背后藏着一条值得认真讲的故事线。一套 API 格式，是怎么从聊天框时代的产物，一步一步演化成今天 agent...
Cloudflare OS: an open platform for agents, apps, and work
Cloudflare OS is an open-source platform that lets everyone in your company build apps, automate work, and safely access internal systems, shaped around what your organization knows and how it operates.
最佳实践：从Multi-Agent到Agent Team
2w字长文，Agent Team 的最佳实践。
YC 开源 QM：当每个员工都有 Agent，公司需要怎样的协作系统？
未来一家公司里，可能每个员工都有自己的 Agent。它们能读文件、查数据库、写代码、回复邮件，也能在后台持续运行任务。问题随之而来：这些 Agent 应该看到什么？记住什么？使用谁的账号？哪些能力可以共享？危险动作由谁批准？7 月 31 日，Y Combinator 开源的 QM...
Agency: Secure, scalable sandboxes for agents
This is part of our series on how we're AI-pilling Sierra.In our last few posts, we talked about what happens when every employee has a sing...
多模型路由进入 Agent 会话之后
模型路由在单轮问答中可以按难度分配成本，但进入 Agent 多轮会话后，还要处理上下文、工具状态、缓存和隐式状态。本文拆解会话级路由的智能与工程瓶颈，以及固定强模型、隔离子任务和有状态路由三条现实路线。
Designing a programmable runtime for agent orchestration
This article introduces Onyx, our VM for programmable agent orchestration. And by extension, a runtime that turns orchestration into softwar...
Session-Aware Agentic Routing: Continuity-Aware Model Selection for Long-Horizon LLM Agents
How Session-Aware Agentic Routing in vLLM Semantic Router preserves long-horizon agent continuity with session memory, safe model-switch boundaries, prefix-cach