The Velocity Lab

Generic AI PR review agents 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 what the stock agents miss.

Show Notes

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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What is The Velocity Lab?

Dave O'Dell and Dan McAulay work inside engineering organizations every day, helping them ship faster with AI — not in theory, but inside their actual teams. Each week they share what they're seeing in the field: what's working, what isn't, and what most people are getting wrong. Covering Claude Code updates, AI-enabled SDLC acceleration, and personal AI agents. No hype, no BS.