运行时与基础设施

GPT-6 增加 cache breakpoint、诊断、预热和可变配置。长跑 Agent 需要主动保持共享前缀稳定，并监控缓存命中率。

LobsterAI connects phone messages to a local desktop agent. The phone handles tasks and approvals while the computer works with files, terminals, and browsers.

LobsterAI 把手机消息接到本机桌面 Agent。手机负责下任务和确认，本机继续处理文件、终端、浏览器和项目。

Python Workers GA supports web frameworks and agent libraries. WebAssembly package compatibility remains the main migration boundary.

Python Workers 已进入 GA，FastAPI、Django、Flask 以及 openai、langchain、mcp 可以直接运行在 Workers。真正的迁移边界仍是 WebAssembly 包兼容性。

WorkflowAgent, step boundaries, and idempotency keys explain safe recovery after crashes, timeouts, and human pauses, with a proposed Lora PI Kit adaptation.

用 WorkflowAgent、Step 边界和幂等键解释 Agent 在崩溃、超时和人工暂停后怎样安全恢复，并给出 Lora PI Kit 的迁移思路。

Where keys belong when coding agents call GitHub, databases, and cloud APIs, and how vaults and credential brokers define access boundaries.

解释 Coding Agent 调用 GitHub、数据库和云 API 时，应用密钥、执行器密钥和第三方凭据该放在哪里，以及 Vault 与 Credential Broker 的边界。

Splash combines model packages, kernels, memory planning, and compatible local APIs into a model-specific inference stack for coding agents.

Splash 把模型包、Kernel、内存计划和本地兼容 API 组合成按模型定制的推理栈，面向 Coding Agent 的本机模型运行。

Gemini Live Extended Thinking separates conversation turns from background task lifecycles. Clients need interaction_status to track actual completion.