EPISODE · May 15, 2026 · 15 MIN
Stop Doing AI at 20%
from The Velocity Lab · host Dave O'Dell and Dan McAulay
Episode Summary Dave and Dan look three months down the road: autonomous coding went from "watch every line" to "Claude is basically an employee" in six weeks. They share their Anthropic wishlist, the hygiene automations that get teams onto the autonomy ladder, and the one piece of advice every executive keeps ignoring. Key Topics From watching Claude write code to planning and reviewing only — what changed in three months The Anthropic wishlist: long-term memory in Claude Code Mobile, more voice integration Hygiene automation as the on-ramp: auto-updating docs, READMEs, and code coverage on a weekly cadence The big-AI money moves — valuations, data-center deals, and the Cursor option Why "we have trouble keeping up" — and why staying ahead of clients is easier than it feels The core exec argument: dedicate your best people full-bore for three months instead of a 20% slow burn Notable Quotes "Take a handful of your best people, dedicate them for three months to only work on this, and you're gonna be so much better off than the slow burn." "Claude is basically an employee for us now." "It doesn't just happen by typing in questions to ChatGPT. You've gotta actually build a system and invest in the system if you wanna move fast." 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. Subscribe: RSS
What this episode covers
Autonomous coding went from watch-every-line to employee-grade in six weeks. Dave and Dan on the Anthropic wishlist, hygiene automations, and why execs should bet their best people for three months, not a 20% slow burn.
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Stop Doing AI at 20%
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