The Velocity Lab

PR Reviews After Claude

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Episode Summary

Generic AI PR review agents from Copilot, Gemini, and Claude are a baseline, not a finish line. Dan and Dave break down the five things senior engineers actually look for in a PR — and why a custom review skill catches issues that the stock agents miss.

Key Topics

  • The "V zero" problem — why generic GitHub PR review agents only get you so far
  • Five things senior engineers want surfaced first: what+why, views/APIs changed, business logic, breaking changes, and concerns from the standard review
  • Stale PR titles and bodies — Claude rarely updates them across iterations unless you force it
  • Breaking changes at the API and database layer: not minor outages, 100% outages
  • How agentic coding goes sideways — random indexes, drive-by event systems, features Claude assumes you'll need
  • Why posting inline review comments is the underrated capability most generic agents skip

    • Notable Quotes

    • "Having a generic PR review agent is not as valuable as one that's custom for your company."
    • "It's not like a minor outage, it's a hundred percent outage if you mess that up."
    • "Claude has a lot of agency. It'll just go add features that it assumes you'll need in the future."

      • About The Velocity Lab

      Dave O'Dell and Dan McAulay work inside engineering organizations every day helping them ship faster with AI. No hype, no BS — just what's working in the field.

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      The Velocity LabBy Dave O'Dell and Dan McAulay