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Treat Agent Output Like Compiler Output

13 hours ago
  • #AI-generated-code
  • #code-reviews
  • #software-engineering
  • Philip Su argues that code reviews are becoming impractical and irresponsible in the age of coding agents.
  • The fear of 'lights-out codebases' stems from the lack of a verification apparatus similar to what we have for compilers.
  • Compilers don't require human review because of surrounding infrastructure like tests, type systems, and reproducible builds.
  • Current AI-generated code lacks robust formal specifications and deterministic verification layers.
  • The solution involves building upstream formal specifications, comprehensive test suites, AI verification pipelines, and better production monitoring.
  • The resistance to lights-out codebases is due to unfamiliarity with relocated trust mechanisms, similar to initial skepticism about compiler output.
  • Hardware verification models, with acceptance tests and formal methods, provide a blueprint for software agent verification.
  • The future requires formal specification layers, robust test infrastructure, AI verification pipelines, and advanced production instrumentation.