Agent 工程

Codex network policy changes explain revocable permits for redirects, long responses, and WebSockets, and why tool and network permissions need separate layers.

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。

GitHub Security Lab Fuzzing Taskflow uses coverage gaps to guide model decisions while deterministic tools execute, measure, and persist results.

拆解 GitHub Security Lab 的 Fuzzing Taskflow，模型根据 coverage 缺口决定下一轮，确定性工具继续负责执行、测量与持久化。

The GitHub Copilot OpenTelemetry update explains agent traces, spans, metrics, events, content capture boundaries, and a telemetry adapter for Lora PI Kit.

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。

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.

GPT-6 adds cache breakpoints, diagnostics, prewarming, and mutable configuration. Long-running agents need stable shared prefixes and cache-hit monitoring.