Episode Summary

Dave and Dan pull back the curtain on the autonomous coding agent they built — an agent that lives in the cloud, takes instructions in Slack, and runs a full plan-to-deploy pipeline 24/7. In the last seven days alone, their agents opened 85 pull requests. They walk through exactly how the system works and why "build the system" beats "write the code."

Key Topics

• Talk to your agent in Slack — an agent that lives in the cloud, writes code, and runs around the clock.
• 85 PRs in a week — the metric that frames the whole episode, and what it says about building systems over writing code.
• Brainstorm → PRD → Plan → Tasks — the interactive front of the pipeline, where the human stays in the loop.
• The four crons — dev task, review, patch, and deploy fire every 30 minutes and only burn tokens when there's real work pending.
• Right-sized tasks — why a 1,000-line PR fails and how the plan session breaks work into manageable, one-commit-sized tickets.
• Mandatory canary deploys — merge to main, canary, promote to prod, with automatic rollback and Slack alerts when telemetry looks wrong.
• Everything is metered — PostHog metrics on every step, used to wake up to "what did the agents do overnight?" and to keep improving the system.

Notable Quotes

• "We said it a million times — you don't need to code anymore if you build a system. So we built a system."
• "You're gonna flip your laptop open on Monday morning and there's 24 PRs — all done, all passing green, all ready to be reviewed and deployed."
• "If you build the right system, not only do you not need to code — you don't even need to watch your deploys."

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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