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Dev.to
Dev.to
7/7/2026
The original title is "How we built a smart AI writing agent for blog articles"

The original title is "How we built a smart AI writing agent for blog articles"

Original: How we built a smart AI writing agent for blog articles

Short summary

The author built 'Larry,' an AI writing agent for lawyers that avoids the common pitfall of full-document regeneration by using surgical edit tools (replace_in_field) that patch specific text while preserving everything else. The agent follows a strict interview-first loop: it researches the topic, asks the expert for a concrete anonymized case, proposes a structure, then writes and self-critiques. Key patterns include a validation gate the model can't fake, external URLs sourced only from web search, and no agent framework—just a while loop with three tools.

  • Surgical replace_in_field tool prevents voice/fact drift by editing only targeted text instead of regenerating whole articles
  • Interview-first loop captures domain expert's real cases and anecdotes before any writing happens
  • Validation gate forces model to re-read article before certifying an example exists; external links come from search only

Generated with AI, which can make mistakes.

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