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The Velocity Lab

Dave O'Dell and Dan McAulay

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.

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  • 20 episodes
  • Avg 15 min
  • English
  • #42
    Monday · 10 min

    Your Agent Can't Delete What It Can't Touch

    Agent security is the new DevSecOps. Dave and Dan on blast radius, zero-permission defaults, and why a sandboxed cloud agent can be safer than one running on your laptop.

  • #41
    October 12 · 14 min

    Why Everyone Needs an AI Personal Assistant

    A chatbot is glorified search. An AI personal assistant is a staff member. Dave and Dan on memory, 24/7 agents, and why everyone (even skeptic Dan) should try one.

  • #40
    September 28 · 15 min

    Three Years From Now: The Tech Is Ready, Your Org Chart Isn't

    A listener asks where App Vitals lands in three years. Dave and Dan say the tech is already there — org charts, committees and approval meetings are the slow part. Plus which management titles disappear, and the robots coming for physical work.

  • #38
    September 21 · 16 min

    AI Transformation Is a Trust Problem, Not a Tool Problem

    AI adoption stalls on two human prerequisites, not tooling: trusting AI and trusting your team. Dave and Dan on 8 months without hand-writing code, why bureaucracy replaces trust, and how code review became bots reviewing bots.

  • #36
    September 15 · 13 min

    The Better the Model, the Smaller the Harness

    Dave and Dan dig into the harness — the orchestration layer around your AI coding agent — and why it matters more than the model. Anthropic cut 80% of Claude Code's system prompt and nothing broke. Better models, smaller harness.

  • #35
    September 10 · 12 min

    The Four Soft Skills That Decide Who Stays an Engineer

    Dave and Dan make the case that coding skill is no longer the hiring bar. The four soft skills that now decide who stays an engineer: articulation, curiosity, delegation, and full lifecycle awareness.

  • #33
    August 28 · 15 min

    The Model Doesn't Matter Anymore (Here's What Does)

    Open source caught up to Sonnet on paper, but Dave and Dan still won't switch. Why they default to Sonnet over Opus, what you're really paying Anthropic for, and the 0k-per-engineer model-spend rule of thumb.

  • #32
    August 20 · 14 min

    I Was Dead Set Against This Feature (Then I Shipped It)

    Dave was dead set against building a Human-in-the-Loop mode for Shipwright. Then Dan shipped it overnight using agents. Now Dave's a convert. The on-ramp that eases AI-nervous teams onto autonomous coding.

  • #31
    August 18 · 17 min

    The System Beats the Model

    Dave and Dan argue the harness beats the model: a disciplined system around the LLM outperforms chasing the latest, priciest model — and it's what makes AI spend and quality controllable.

  • #27
    July 10 · 16 min

    How We Accidentally Built an Open-Source Alternative to Devin

    Dave and Dan tell the App Vitals origin story: the 37signals build-for-yourself philosophy, how a side project became Shipwright (their open-source Devin alternative), and why test readiness is the on-ramp to autonomous coding.

  • #26
    June 30 · 26 min

    You're Choosing Not to 10X Your Team for Free

    Dave and Dan open-source Shipwright — the autonomous agent that takes you from PRD to production with almost no human intervention. 500 PRs, barely a line of code read. The pitch: refusing a free 10X of your team is a choice you'll have to justify.

  • #24
    June 21 · 23 min

    We Built an Agent That Ships 85 PRs a Week

    Dave and Dan reveal the autonomous coding agent they built: talk to it in Slack, it runs a full plan-to-deploy pipeline 24/7. Last week alone it opened 85 PRs. Build the system, not the code.

  • #23
    May 28 · 17 min

    Anyone Can Vibe Code. Did You Build the System?

    If AI writes the code, engineering becomes planning and reviewing. So where do senior engineers come from when the junior rungs disappear? Dave and Dan on the broken ladder, builders vs. maintainers, and how to interview now.

  • #22
    May 26 · 10 min

    I Had a Therapy Session with Claude

    Dan had a therapy session with Claude — and it exposed his 20-year sense of career security as a false one. Dave and Dan get candid about AI, job fear, layoffs, and why opting out of Claude Code means opting out of a career.

  • #21
    May 22 · 15 min

    If You're Still Writing Code, You're a Dinosaur

    Why org-wide AI transformation keeps failing, and what works instead: skip the company-wide rollout, embed a small tiger team on your most important product, and build a system the rest can adopt.

Showing 1–20 of 20 episodes