开发者工具

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

Use prompt audits, instruction layers, and migration evals to retain real requirements, reassess model workarounds, and enforce hard limits in code.

拆解 Prompt Audit、指令分层和迁移 Eval：模型能力变化后，哪些规则应保留，哪些模型补丁要重新验收，哪些限制必须下沉到 Hook 或策略层。

After Copilot Code builds an internal tool, Managed Runtime handles Git, dev environments, Entra ID, connectors, previews, deployment, and governance.

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。

GitHub Agentic Autofix reads and writes Copilot Memory. How security repair knowledge crosses agent workflows, and why verification, scope, and expiry matter.

GitHub Agentic Autofix 会读取并写入 Copilot Memory。本文拆解安全修复经验如何跨 Agent 复用，以及验证、范围和过期为什么重要。

Jev-Code-Reviewer prioritizes PR changes, expands P0 by default, and retains the original diff and fallback paths so reviewers see key changes first.

Jev-Code-Reviewer 给 PR 改动做注意力排序，默认展开 P0，同时保留原始 diff 和失败回退路径，帮助人先看关键改动。

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。