9 min read
AI coding agents become safer when permissions, logs, and rollback are designed as one system. Here is the operating loop I would put around any agent that can edit code, run tools, or open pull requests.
CODE REVIEW
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AI Code Attribution Needs Defect Forensics, Not Vibes
The rsync Claude debate shows why teams need reproducible defect forensics before AI attribution becomes a public blame machine.
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Read ArticleAI Code Review Is the New Bottleneck
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Coding agents make code faster than teams can review it. The next advantage is not bigger prompts. It is review systems that force reproduction, small diffs, tests, and receipts.
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