Daily digest

AI digest: 2026-11-04

4 November 2026 · 7 new sources

Highlights

  • Skills as locked dependencies (APM and Dependabot): Microsoft's APM declares skills, prompts, and MCP servers in apm.yml, installs them into Claude Code, Codex, Copilot, and others with apm install, and pins them in a lockfile. Dependabot now opens update PRs for it.
  • Impeccable: 24 design commands for coding agents (/impeccable critique, polish, audit) plus a no-LLM "AI slop" detector. Install with npx impeccable install.
  • Claude Code 2.1.318: unattended runs can see when a claude.ai sign-in ends (credential_expires_at, a stderr warning from 10 days before), plus many headless fixes.

New sources

Agents and tooling

Frameworks and libraries

Models

  • Claude text watermark: Mythos 5, Opus 4.7, and Sonnet 4.6 output is watermarked; sampling caveat on Sonnet 4.6.

Topic pages updated

  • tooling/skills: APM, Dependabot, Impeccable, Humanizer; open question on the Agent Skills spec rechecked (still no tagged release or security guidance).
  • tooling/mcp: MCP servers declared through APM.
  • tooling/coding-agents: Claude Code 2.1.318.
  • practices/security: pinning skills with Dependabot updates; deniedMcpServers now covers Anthropic-provided servers.
  • frameworks/landscape: TypeScript Agent SDK row; OpenAI Agents SDK 0.24.0-alpha.6 noted as a preview only.
  • models/claude: text watermark and an open question on which models it covers.