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#spotbugs

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• Shipping AI-Generated Code with Confidence

  May 31, 2026 · #AI #AI Agents #MCP #CI/CD #GitHub Actions #Testing #Integration Tests #OpenAPI #SpotBugs #Code Coverage #Java

  The question with AI is no longer whether an agent can write the code. It's whether you can ship it. Here are the automated gates that let a team merge AI-written features without breaking production: OpenAPI breaking-change detection, SpotBugs, enforced coverage, and integration tests recorded from real third-party calls.