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Dev.to
Dev.to
7/20/2026
The Bottleneck Was Never Generation

The Bottleneck Was Never Generation

Short summary

AI coding agents generate code fast but accumulate architectural debt faster than reviews can absorb. The author proposes a builder-verifier pattern where an independent agent audits changes before human review, plus structural constraints via CLI-anchored pipelines and human stop gates. Key insight: governance requires mechanically enforced gates, not prompt-level suggestions, and action risk and change risk need separate taxonomies.

  • AI agents create 'agentic technical debt' faster than reviews can absorb
  • Builder-verifier pattern: separate agent audits changes before human review
  • Governance requires mechanically enforced gates, not prompt suggestions

Generated with AI, which can make mistakes.

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