The Velocity Lab

Dave O'Dell and Dan McAulay
  • 5.0 (1)
  • TECHNOLOGY

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.

  1. 7H AGO

    I Had a Therapy Session with Claude

    Episode Summary Dave and Dan get candid about the most uncomfortable question in software right now: is my career still safe? Dan recounts a literal "therapy session with Claude" that exposed his 20-year sense of job security as a false one — and the two work through what to actually do about it. The throughline: AI isn't ending engineering, it's reshaping it, and the people who refuse to engage are quietly opting themselves out. Key Topics The career-identity crisis — "Am I gonna be a waiter a year from now?" and why even all-in AI users feel it False security — how a 20-year "solid foundation" got disrupted, and the story your brain still tells you From DevOps engineer to "Claude Code something" — losing and rebuilding a professional identity Self-selecting out — why opting out of AI tooling is opting out of a career Layoffs vs. AI — separating balance-sheet cuts from the real AI signal, and why AI-forward companies are hiring The advice for every developer in May 2026: embrace change, go all in, and go build the side projects you never could Notable Quotes "If you're choosing to not use Claude Code, you are self-selecting yourself out of a career at this point." "Stability in my career feels like it might be crumbling underneath my feet — and Claude told me that was a false sense of security all along." 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

    11 min

  2. 4D AGO

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

    Episode Summary Org-wide AI transformation keeps failing — not because the tech doesn't work, but because trying to move 200 engineers at once turns into a slog. Dave and Dan break down what they see in the field: tool sprawl, the very real fear engineers feel about being the ones disrupted, and the trap of tripling your Claude bill without shipping any faster. Their fix: skip the org-wide rollout, embed a small tiger team on your most important product, and build a system the rest of the company can adopt later. Key Topics Why moving the whole org is too slow — and why a small embedded team builds momentum faster Tool sprawl: pick one (Claude Code) instead of juggling Copilot, Codex, Cursor, and a now-canceled Gemini CLI The fear factor — engineers wired for change now find themselves the target of disruption The bill-tripled-but-no-faster trap as a clear signal AI adoption has failed Flattening the org: top-heavy management and bureaucratic gates slow speed AI should unlock "If you're still writing code, you're a dinosaur" — the shift from writing code to planning, reviewing, and mentoring the system Notable Quotes "Listen, CEOs and CTOs, if your developers are still writing code, you're behind the curve. They should not be writing code." "We doubled our bill, but we're not shipping faster — that's a symptom that your org-wide AI adoption has failed." "Don't try to move the whole org. Get in with a small team and see things 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

    16 min

  3. 6D AGO

    Anthropic Just Ended the AI Free Ride

    Episode Summary Anthropic is taking the gloves off. The VC-subsidized era of essentially-free AI agents is ending: OAuth tokens lose Open Cloud coverage, Claude Code Max plans are getting throttled for autonomous workloads, and Dave & Dan are staring at a $200/mo → $1,000+/mo jump for their ShipRight background agents. The episode is a candid talk about what changed, why it was inevitable (the Uber-pricing parallel), and the operator choices ahead: optimize aggressively, gate non-deterministic crons, mix cheaper models for execution, or just eat the cost as a line item. Key Topics What changed: OAuth/Open Cloud coverage cut, autonomous-coding workloads pushed toward per-token API pricing The numbers: $200/mo plan vs ~$1,000–$5,000/mo if the same work ran on API tokens (at least 10×) Why this was inevitable — the Uber bridge-toll parallel: VC subsidies don't last forever Operator optimization moves: gate crons behind deterministic checks, split planning vs execution across models, tighten permissions on always-on laptops Phone-as-prompter workflow: Caffeinate-running laptop + mobile Claude as the in-the-loop interface, OAuth-covered Why we're staying with Claude: ecosystem (skills, plugins, MCP) still beats Codex even if pricing changes What this means strategically: AI economics are about to look like real economics — plan accordingly Notable Quotes "We're seeing this happen with Anthropic right now. They're taking the gloves off. They're pulling out the subsidies." "$200 a month, if you're paying API tokens, would be like $5,000." "This is gonna force some of us to be a little bit more conservative about how we use AI." 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

    13 min

  4. MAY 18

    Testing Is Phase Zero for AI Agents

    Episode Summary Dave and Dan dig into service readiness — the industry calls it "harness engineering" — and why testing just moved to the #1 spot of their 13 repo-readiness pillars. Before you let agents ship code in the background, the question isn't 90% coverage; it's whether anyone actually trusts the tests. They walk through the onboarding plugin that gets a repo test-ready and how test decisions get baked into the agent's planning phase instead of left to human best-effort. Key Topics Why "no one has confidence in the tests" is universal — slow, flaky, and thin coverage everywhere Testing as pillar #1 of 13 for agentic-engineering readiness ("phase zero") The test-onboarding plugin: research versions → design the greenfield ideal → reconcile what to keep vs. throw out → a reviewed task list All four layers in scope: unit, integration, end-to-end, smoke — plus migrations, seeds, and integrations Baking "which tests does this need?" into the agent's planning phase rather than relying on a human to remember Coverage dogma vs. reality: test what matters, but keep 90% in CI as the practical proxy The daily cron that catches coverage gaps and staleness; local-first test execution for agents Notable Quotes "Every organization we've pretty much ever worked for — no one has confidence in the test. The tests are slow, the tests are flaky, and they don't cover enough stuff." "How do you know that you can trust your agent to ship code that's gonna work?" "We said 90% coverage — great philosophy. Three months later we realized maybe the 10% is the one that matters." 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

    19 min

  5. MAY 16

    Pick One Project. Crush It.

    Episode Summary Dave and Dan announce a reshaping of their AI adoption work: org-wide SDLC transformation over three months wasn't moving the needle, so they're switching to embedding in a single team — even a single repo — and unleashing agents on a big, important project. The episode doubles as free advice to engineering leaders: stop doing AI at 20%, pick one project, and crush it. Key Topics Why the org-wide "evaluate your whole SDLC" model under-delivered in three months The new model: embed in one team, one project, one repo — and ship a big migration/rewrite fast Coding is becoming the dinosaur skill; planning, reviewing, and sanity-checking keep humans in the loop Why staff/principal engineers map most naturally onto the agent-orchestration role The leader's playbook: cut the roadmap, take a handful of your best people, focus for one quarter Build the system while you ship — then force the rest of the org to adopt it Why five-person companies disrupt giants, and why that's even more true with AI Notable Quotes "If you're just writing code and then waiting for somebody else to review your stuff, and then you deploy it — that's going away. That's solved by AI agents already." "Take a handful of your best people, only focus on this, and by the end of three months you're gonna be like, 'Holy cow.'" "You're building a system. That system will work for any other project you have." 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

    13 min

  6. MAY 15

    Stop Doing AI at 20%

    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

    15 min

  7. MAY 13

    Why Entrepreneurs Are Out-AI'ing Engineers

    Episode Summary Dave and Dan riff on how they used Claude Code to build the entire AppVitals business — marketing site, internal SaaS replacements, time tracking, invoicing, even this podcast — and ask why non-technical entrepreneurs are out-adopting professional engineers on agentic tooling. Key Topics The three tiers of AppVitals — AI adoption work, project work, and an autonomous coding product for non-technical users Deleting the SaaS stack — replacing four paid platforms with their own Claude Code-built tools Inside Vitals OS — accounts, calendar, time tracking, billing, invoicing, and partner pay-outs all automated Why this podcast only exists because publishing is one Claude Code command (with help from Sully) The engineer-vs-entrepreneur gap in AI adoption — and what it says about curiosity as the unlock AI as amplifier — it magnifies strengths and weaknesses, so the gaps you ignore today become the gaps that bite you tomorrow Notable Quotes "We deleted all of our SaaS platforms that we were paying for. And we rebuilt them with Claude Code because we can now." "This is the age when the curious people are going to crush it. Because if you're not curious, then you're not using these tools." "If recording this podcast and publishing it required work on my part, we wouldn't be doing it." 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

    13 min

  8. MAY 8

    From Notepad to Claude: A Non-Coder Builds an AI Empire

    Episode Summary The Velocity Lab's first-ever guest interview. Dave and Dan sit down with Brian Jones (Tahoe Digital), a non-technical founder who has built multiple AI-native businesses without writing a single line of code. He walks through his evolution from ChatGPT and Microsoft Notepad to Replit, Cursor, and now Claude Code — and shares why curiosity and persistence are now the only credentials that matter. Key Topics Why a non-technical entrepreneur is shipping faster than most engineering teams The toolchain evolution: ChatGPT plus Notepad to Replit to Cursor to Claude Code, and what broke at each stage Building a system: orchestrating Claude across 94 tasks to fix local-business search presence The 10x multiplier — running a one-person agency that would have required ten people two years ago Why senior engineers hedge on AI while vibe-coders charge ahead: expertise as a tax on speed Learning loops in practice: how 6,000 pieces of user feedback shaped a game tutorial business "We don't need junior developers anymore" — and what humans still need to do The last 5%: where autonomous coding agents stall and operators take over Notable Quotes "Stop looking at the things that it's f*****g up — and start looking at the things that it's doing right." "I can fly now. Imagine if right now you just learned you could fly. What would you be doing all day long?" "This is the age when the curious will succeed." "I have never worked harder in my life. I'm waking up at three in the morning because I'm so excited." — Brian Jones "Take the red pill." 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

    28 min
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About

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.

Information

  • Creator
    Dave O'Dell and Dan McAulay
  • Years Active
    2K
  • Episodes
    21
  • Rating
    Explicit
  • Copyright
    © 2026 Dave O'Dell and Dan McAulay
  • Show Website
    The Velocity Lab