Claude Code review training for engineering teams
AI assistants generate and critique work fast, but teams still need shared review standards before merging. This guide covers Claude Code review habits that keep changes small and inspectable: how to run effective PR review on AI-written diffs, when a security review is required, and how to use code critique without losing control. Every accepted change stays tied to passing tests and clear evidence.
Review is the adoption bottleneck
Claude Code can generate and critique work quickly, but teams still need a shared definition of acceptable evidence. The workshop focuses on review habits that keep AI-assisted changes small, inspectable, and tied to tests.
What the team practices
Participants run Claude Code review loops, compare implementation and critique prompts, inspect security-sensitive diffs, and define how reviewers should challenge generated code before merge.
What becomes standard
The output is a review playbook for PR checks, security review, test repair, failure reproduction, and escalation. Claude Code can help with critique, but ownership remains visible.
Official references
Current product documentation we use when shaping this training topic.
Selected research
Representative field notes connected to this topic.
claude-code-survival-kr Keeps Agents From Breaking Code
claude-code-survival-kr is a copy-paste rule set for coding agents. It shows where hard limits beat polite prompts.
agent-manager Puts AI Agents in tmux
agent-manager keeps coding agents in tmux sessions and shows where review, prompts, and stalled panes need attention.
Claude Code 2.1.218 Backgrounds Reviews
Claude Code 2.1.218 moves reviews into a background subagent and fixes sharp edges in terminals, paths, and accessibility.
Claude Code 2.1.142 team conventions
Claude Code 2.1.142 team conventions for parallel agent streams: a skill index, a hook budget, a CLAUDE TOC, and red-folder approvals.
Claude Code 2.1.126 team conventions
Claude Code 2.1.126 team conventions: connector stewards, data-class tags on MCP, a weekly retro note, a skill index, and a hook budget with rollbacks.
Codex workspace agents need repo rules
Codex workspace agents and Claude cloud agents need repo rules: scoped boundary files, connector cards, and replay receipts reviewers can check.
Related training topics
Bring this into your team
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