Scenario: Code review pipeline — CCA-F Exam Prep

L3.19|Scenario: Code review pipeline

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You're the architect

A developer opens a pull request. Three AI agents appear as holographic reviewers around the code: one checking logic, one scanning for security vulnerabilities, one reviewing style. An orchestrator agent sits above them, merging their feedback into a single review. Dark IDE background, futuristic.

Your team pushes 200 PRs a week. Human reviewers are the bottleneck.

Average review time: 2 days. Half the comments are style nits. Senior engineers spend 30% of their time reviewing junior code instead of building features.

Your CTO wants an AI-assisted code review pipeline. Claude Code reads the diff, checks for bugs, flags security issues, and posts a structured review. Humans still approve merges.

You're designing this system. Every domain applies.