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Updated 2026-05-11 · Page 4/10 · 38 total articles

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AI Coding Risk Register Before Merge

Use a pre-merge risk register for AI-generated code: flag auth, data, contract, migration, rollback, and observability risks.

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AI Coding with Test-Evidence Gates

Use test-evidence gates for AI-generated code: require meaningful tests before merge and catch hallucinated implementations before release.

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API Change Management for AI-Generated Clients

Manage API changes for AI-generated clients with structured changelogs, announcement channels, compatibility rules, and CI gates.

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API Error Taxonomy for AI-Assisted Integrations

Design API error taxonomies AI-generated clients can use, with stable codes, retry categories, and machine-readable details.

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