Writing
Runtime & infrastructure
22 articlesFilter articles Runtime & infrastructure
Ideas to revisit
Runtime & infrastructure
-
Google 让 Gboard 的联邦学习隐私可以被外部审计
Google 把 TEE、访问策略、远程证明、透明日志和可复现构建接成联邦学习的外部验证链,并已用于 Gboard 下一词预测。
Chinese -
Muse Gadgets 把 ESP32 和 Raspberry Pi 接进 Muse
Muse Gadgets 用 ESP32 与 Linux Device SDK 把屏幕、按钮、传感器、执行器、文件和命令接成 Muse 的设备端点。
Chinese -
Agents API browser auth keeps passwords out of model input
How Agents API separates site approval, login credentials, and screenshots, and why network access and site approval cannot replace action-level confirmation.
English -
OpenAI 给 Agents API 加了浏览器,密码不走模型上下文
拆解 Agents API 的网站访问审批、独立登录通道与截图输出边界:为什么能联网不等于已授权,站点批准也不能代替高影响动作确认。
Chinese -
Instant agent steering and recoverable tool calls
A close reading of Codex instant_interrupt: ending model output, continuing background tools, and preserving state when users change requirements mid-run.
English -
Agent 中途改需求:即时转向、抢占与可恢复工具调用
拆解 Codex instant_interrupt:用户在 Agent 运行途中补充要求时,模型输出如何收口,后台工具如何继续,以及状态怎样避免重复或丢失。
Chinese -
OpenShell enforces agent permissions outside the workload
NVIDIA OpenShell places sandbox, network, credential, and policy controls outside the agent workload, with a Supervisor enforcing permission boundaries.
English -
OpenShell:把 Agent 权限检查放到运行时外层
NVIDIA OpenShell 把 sandbox、网络、凭证和 policy 控制放在 Agent workload 外,由 Supervisor 执行真实权限边界。
Chinese -
Cloudflare data puts agent traffic on the website budget
Cloudflare and Fastly network data reveal repeated crawling, origin costs, access-policy questions, and the returns websites get from machine traffic.
English -
MentraOS runs Miniapps on phones for multiple glasses
MentraOS runs Miniapps in a phone runtime, sharing a connection to manage input, output, hardware capabilities, and permissions across smart glasses.
English -
MentraOS:Miniapp 跑在手机上,同一运行时适配多款眼镜
MentraOS 把 Miniapp 放在手机 Runtime,通过共享连接管理多款智能眼镜的输入输出、设备能力和权限。
Chinese -
Microsoft connects AI-built tools to app delivery
After Copilot Code builds an internal tool, Managed Runtime handles Git, dev environments, Entra ID, connectors, previews, deployment, and governance.
English -
Microsoft 把 AI 内部工具的发布链也接上了
Copilot Code 生成内部工具后,Managed Runtime 接管 Git、受控开发环境、Entra ID、连接器、预览、部署和企业治理。
Chinese -
Agent 已获网络权限,为什么连接途中还要继续检查
从 Codex 网络策略更新出发,解释 HTTP 重定向、长响应与 WebSocket 为什么需要可撤销许可,以及工具权限和网络权限为什么必须分层。
Chinese -
Why agent network permissions need ongoing checks
Codex network policy changes explain revocable permits for redirects, long responses, and WebSockets, and why tool and network permissions need separate layers.
English -
Debugging agents with traces, spans, and OpenTelemetry
The GitHub Copilot OpenTelemetry update explains agent traces, spans, metrics, events, content capture boundaries, and a telemetry adapter for Lora PI Kit.
English -
Agent 有日志还查不清?读懂 Trace、Span 与 OpenTelemetry
从 GitHub Copilot 的 OpenTelemetry 更新出发,解释 Agent Trace、Span、Metrics、Events、内容采集边界,以及 Lora PI Kit 如何接入标准遥测。
Chinese -
GPT-6 prompt caching becomes an agent state layer
GPT-6 adds cache breakpoints, diagnostics, prewarming, and mutable configuration. Long-running agents need stable shared prefixes and cache-hit monitoring.
English -
GPT-6 Prompt Cache 变成了 Agent 的状态层
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。
Chinese -
LobsterAI: send tasks by phone, run them on your desktop
LobsterAI connects phone messages to a local desktop agent. The phone handles tasks and approvals while the computer works with files, terminals, and browsers.
English -
Deploying agent backends with Python Workers GA
Python Workers GA supports web frameworks and agent libraries. WebAssembly package compatibility remains the main migration boundary.
English -
Cloudflare Python Workers GA 后,Agent 后端怎么部署
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。
Chinese -
Why you cannot just rerun an agent after a crash
WorkflowAgent, step boundaries, and idempotency keys explain safe recovery after crashes, timeouts, and human pauses, with a proposed Lora PI Kit adaptation.
English -
Agent 跑到一半进程挂了,为什么不能直接重跑?
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。
Chinese -
Where agent credentials belong: host, vault, and broker
Where keys belong when coding agents call GitHub, databases, and cloud APIs, and how vaults and credential brokers define access boundaries.
English -
Agent 的生产密钥该放哪里?Host Boundary、Vault 与 Broker
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。
Chinese -
Splash: a local LLM inference stack built for each model
Splash combines model packages, kernels, memory planning, and compatible local APIs into a model-specific inference stack for coding agents.
English -
Splash:把本地 LLM 推理栈按模型重做
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。
Chinese -
Gemini Live: turnComplete no longer means the task is done
Gemini Live Extended Thinking separates conversation turns from background task lifecycles. Clients need interaction_status to track actual completion.
English -
Gemini Live 把推理放到后台:turnComplete 不再等于结束
Gemini Live Extended Thinking 把对话回合与后台任务生命周期拆开,客户端需要用 interaction_status 管理真正的完成状态。
Chinese -
长任务为什么不能只靠一条越来越长的对话
结合 OpenAI Agents API 和 Anthropic Managed Agents,解释 Session、Context Window、Compaction 与持久状态怎样支撑跨上下文窗口的长任务 Agent。
Chinese -
Why long tasks need more than one growing conversation
How OpenAI Agents API and Anthropic Managed Agents use sessions, context windows, compaction, and persistent state for long-running agents.
English -
Herdr turns the terminal into an agent runtime
How Herdr manages existing coding-agent terminals with persistent sessions, blocked states, cross-machine control, and agent coordination.
English -
Herdr 不替换 Agent,它把终端做成运行时
拆解 Herdr 如何接管现有 Coding Agent 所在终端,提供持久会话、阻塞状态、跨机器控制和 Agent 协作,而不重写底层 Agent。
Chinese -
Agent demos are easy. The harness is the hard part
Strands harness-sdk, Harness MCP Server, and HydraFusion show why agent engineering needs control over context, permissions, state, validation, and recovery.
English -
Agent Demo 不难,难的是 Harness
从 Strands harness-sdk、Harness MCP Server 和 HydraFusion 看 Agent 工程为什么从模型调用转向上下文、权限、状态、验证与恢复控制。
Chinese -
Vercel Eve Agent Framework
A source-backed review of Vercel Eve’s filesystem-first agent model, durable execution, tools, sandboxes, approvals, deployment, and Vercel platform tradeoffs.
English -
Sandbox isolation: boundaries, implementations, and practice
How sandboxes limit untrusted code access to files, processes, networks, and resources, comparing VMs, containers, user-space kernels, and syscall filters.
English -
Building WishLive: A Multi-Agent Runtime
A 48-hour hackathon build of an event-driven multi-agent runtime with registry, workflow, execution, negotiation, settlement, and observability layers.
English
No long-form articles match this language.
Reading list
News notes
- Chinese
- Chinese
- Chinese
- English
No news notes match this language.
No articles match this language. Show all languages Clear all filters