新闻与阅读清单

7 条 Agent 工程更新，覆盖 Codex 会话预热和 Guardian、远程 Sandbox、MCP OAuth、Secret Store 与 Agent 软件工厂数据。

5 条 Agent 工程更新，重点看 Tool 与 Skill 上下文预算、context doctor、持久调度、Tool Loop 预算和 fail-closed 审批。

Five updates on tool and skill context budgets, context doctor, persistent scheduling, tool-loop limits, and fail-closed approvals.

Seven updates on token efficiency, Codex networking, Copilot Memory, local agent server security, self-practice, skills, and reproducibility.

7 条 AI Agent 工程更新，覆盖长任务 Token 优化、Codex 网络策略、Copilot Memory、本地 Agent Server 安全和 Self-Practice。

Five updates on proactive safety intervention timing, state revision, TeamHarness, enterprise MCP permissions, and tool-result handling.

5 条 AI Agent 工程更新，重点看主动安全介入时机、状态修正、TeamHarness、企业 MCP 权限边界和 Tool 结果处理。

本期收录 GitHub Copilot 本地 Sandbox、Agensh、CliffCompaction、SWE-Serve，以及 Copilot OpenTelemetry。

GitHub Copilot local sandboxing, Agensh, CliffCompaction, SWE-Serve, and enterprise OpenTelemetry support in the Copilot app.

Claude Opus 5.5 agent API compatibility, RRSI controls for harness overfitting, Harness-Zero behavior distillation, and Strands harness defaults.

本期收录 Claude Opus 5.5 的 Agent API 兼容变化、RRSI 的 Harness 过拟合控制、Harness-Zero 的行为蒸馏，以及 Strands harness 的默认策略。

LangGraph human-approval schemas, Deep Agents safeguards for parallel writes to the same file, and tighter OAuth boundaries in the MCP Ruby SDK.