Blog
Insights for engineering leaders
Field notes from building and running autonomous programming inside real engineering orgs — the thinking that shaped Shipwright, and what we're still learning as we install it.
Your Engineering Career Was Never as Safe as You Thought
Dan had a therapy session with Claude this week, and it told him something uncomfortable: the 20-year career foundation he thought was solid was a false sense of security all along. Here's what that means for every engineer right now.
Dave O'Dell
You Can't Transform 200 Engineers at Once (So Stop Trying)
Org-wide AI transformation doesn't fail because the technology is broken. It fails because moving 200 engineers at once is a slog. The teams that win start with one team and let the momentum spread.
Dave O'Dell
The AI Free Ride Just Ended
VC-subsidized AI was always going to end the same way Uber did. Anthropic just pulled the subsidies on autonomous coding, and a $200/month plan becomes a $1,000–$5,000/month line item if you keep doing what you were doing.
Dave O'Dell
Testing Is Phase Zero: You Can't Hand Agents a Codebase Nobody Trusts
Every org we walk into has the same broken tests: slow, flaky, thin. That was tolerable when humans shipped. It's disqualifying the moment you want agents to. Here's why testing became the first pillar of repo readiness.
Dave O'Dell
Pick One Project. Crush It. (Why Org-Wide AI Transformation Keeps Failing)
We spent three months trying to transform whole engineering orgs at once. It didn't move the needle. The fix wasn't more time or more people — it was less surface area. Pick one project. Crush it. Then make the rest of the company copy you.
Dave O'Dell
The Three-Month Bet: Why 20% Time Is the Slowest Way to Adopt AI
Every engineering org we work with is spending 20% of someone's time on AI adoption. It's the most expensive way to go slowly. The companies pulling ahead made a different bet — and it's a board conversation, not an engineering one.
Dave O'Dell
Why Non-Technical Entrepreneurs Are Out-AI'ing Professional Engineers
We work inside engineering teams that haven't touched Claude Code, while non-technical founders we meet at dinner parties are shipping production software with it. The gap isn't skill. It's posture — and the engineers are losing on a battle they should be winning.
Dave O'Dell
Notepad to Claude: What a Non-Coder Founder Sees That Senior Engineers Miss
Our friend Brian doesn't write code. He's running a one-person agency that would have required a team of ten two years ago. He moves faster than most of the senior engineers we work with — and the reason is a thing we've started calling the expertise tax.
Dave O'Dell
Stop Shipping the 12,000-Line PR: How to Actually Run a Migration With Claude
Claude can absolutely write the 12,000-line monolith-to-services migration in two days. It will not ship. Here's the three-piece pattern that turns multi-year migrations into a reviewable PR a day — while your team keeps shipping product code.
Dave O'Dell
Let Builders Build: Why AI Velocity Is an Org Chart Problem
AI tooling makes engineers faster. It does not fix architecture committees, low-trust managers, or org charts that punish builders. Why every CTO we work with is starting to have the same conversation with their CEO.
Dave O'Dell
What to Say When the Board Asks About AI
Six questions every board is asking executives about AI right now — inventory, tooling, accountability, ROI, competitive pressure, and institutional knowledge. Here's how to walk in with real answers instead of getting caught flat-footed.
Dave O'Dell
Six Non-Negotiables Before You Turn On Autonomous Programming
You can't just install an agent and walk away. Here's the repo infrastructure that has to be in place before autonomous programming actually works — and why most teams stall on the prep, not the agent.
Dave O'Dell
We Code Autonomously — And Here's Why That's Achievable Today
Dan and I have been coding autonomously for months. Not vibe coding. Actual production systems, 393 PRs in two weeks, 90% test coverage. Here's why we think most engineering teams can get there — and what it actually takes.
Dave O'Dell
AI Coding Assistant vs. AI Agent: Which Does Your Team Actually Need?
Most teams conflate AI assistants and agents — and end up getting half the value from both. Here's how to tell them apart and use each where it actually wins.
Dave O'Dell
The Hidden Cost of AI-Generated Code: Technical Debt You Won't See Coming
AI writes 41% of all code in 2026. Above 40%, rework jumps 20-30%. Here's how to spot the debt before it compounds.
Dave O'Dell
Why AI Makes PR Review Time Slower Before It Gets Faster
Teams with high AI adoption saw a 91% increase in PR review time. That's not a bug in the data — it's a predictable transition you can plan for.
Dave O'Dell
How AI Coding Tools Are Quietly Overloading Your CI Pipeline
Your developers are shipping faster. Your CI bill tripled. Here's why AI adoption and CI architecture are on a collision course most teams aren't prepared for.
Dave O'Dell
DORA Metrics in the AI Era: What They Still Get Right (and What They Miss)
AI tripled your deployment frequency. Change failure rate followed. Here's why DORA still matters—and what it can't see when AI is writing the code.
Dave O'Dell
How to Roll Out Claude Code to Your Engineering Team
Buying Claude Code licenses is the easy part. Here's the actual system that gets your whole engineering org using it — and keeps using it.
Dave O'Dell
Why AI Adoption Fails (and It's Not the Technology)
Most AI adoption programs fail before the first developer writes a single AI-assisted line of code. Here's why—and what actually works.
Dave O'Dell
One Tool for Everyone: Claude Beyond the Engineering Team
Claude isn't just for engineers. Here's how marketing, ops, and data teams are getting massively accelerated—and why one tool for everyone is the real unlock.
Dave O'Dell
392 Pull Requests in Two Weeks: How We Built an Autonomous Coding Pipeline
Dan and I shipped 392 PRs in two weeks — and we personally opened fewer than 10 of them. Here's how our autonomous pipeline actually works.
Dave O'Dell
Who Should Lead Your AI Engineering Transformation?
It's not an AI Engineer. It's a Principal Engineer who hasn't written a line of code in six months — but has built systems that do.
Dave O'Dell
The Google Meet Epiphany: Two Engineers, One Claude Session, Zero Friction
We accidentally discovered you can pair-plan with Claude Code over Google Meet. Dan talks, Dave's mic picks it up, and the session gets both voices.
Dave O'Dell
We Built 254 Pull Requests in 7 Days. Here's the System Behind It.
Dan and I shipped 254 PRs in seven days using AI agents — most while we slept. This is what we built and how it actually works.
Dave O'Dell
Is Code the Next Abstraction Layer? How Agentic AI Is Redefining What Software Engineers Actually Do
One of us loves coding. The other built an agentic coding platform without writing code. Neither of us has written a line in months. So what does that mean for software engineers?
Dave O'Dell
Voice, Remote Sessions, and the 1M Token Window: Claude Code's Biggest Week
Claude Code added voice input, remote session control, and a 1M token context window. Here's what actually changed our workflow—and what didn't.
Dave O'Dell
The Velocity Engineering Playbook: Accelerating Everything, Not Just Code
Your AI tools made code generation faster. But code is 20% of the journey to production. Here's the comprehensive playbook for accelerating the other 80% — and why velocity engineering matters more than any single tool.
Dave O'Dell
The Velocity Trap: Why Giving Every Engineer an AI Tool Doesn't Work
Giving every engineer access to every AI tool is a waste of money. Here's the scattershot mistake killing adoption—and what actually works.
Dave O'Dell
Why Your AI Coding Assistant Is Just Fancy Autocomplete
You gave an AI tool zero context about your codebase and it produced generic garbage. Shocking. Here's why context infrastructure is the difference between autocomplete and actual AI-assisted development.
Dave O'Dell
Code Review Is Your New Bottleneck (And AI Made It Worse)
AI tools made your engineers faster at writing code. Now PR review queues are backed up, PR sizes have ballooned 154%, and your cycle time hasn't budged. Sound familiar?
Dave O'Dell
How to Measure AI Adoption ROI (When Nobody Can Tell If It's Working)
77% of organizations can't track AI ROI. Here's a practical framework for measuring what actually matters — and why most teams are measuring the wrong things.
Dave O'Dell
The AI Champion Playbook: How One Engineer Can Transform Your Whole Team
Top-down mandates don't work. Tool rollouts don't work. What works is one engineer who's already bought in — and a system that lets them spread it.
Dave O'Dell
Licenses Without Lift: The $100K AI Tool Problem Nobody Talks About
Your company spent six figures on AI coding tools. Usage is at 15%. The early adopters love it. Everyone else opened it once. Here's what's actually going wrong — and it's not a training problem.
Dave O'Dell
The AI Velocity Assessment: Finding Where Your Pipeline Is Really Stuck
Your team adopted AI tools. They're not shipping faster. Before you invest in a 6-month transformation, spend 4 weeks finding out exactly why — and what to do about it.
Dave O'Dell & Dan McAulay
3 Enterprise AI Adoption Mistakes That Kill ROI (And What Works Instead)
Compliance theater. Tool mandates. Ignoring early adopters. Three patterns that kill AI adoption at every enterprise—and what works instead.
Dan McAulay
Why AI Coding Tools Don't Make Teams Ship Faster (And What Does)
Your team rolled out AI coding tools. Code output is up. Nothing's shipping faster. Here's the real bottleneck—and how to fix it.
Dave O'Dell
Two Engineers, AI Assistants, and the Output of Twenty
How App Vitals operates as a 2-person team with AI force multiplication — and what that means for how we think about engineering velocity.
Dave O'Dell
Why Your AI Coding Assistant Keeps Getting Your Codebase Wrong
By week three, your team's AI assistant is suggesting patterns you don't use. This is the context problem—and it has a surprisingly simple fix.
Dave O'Dell
Why Tool Rollouts Fail (And What Works Instead)
Top-down AI mandates fail. Champion-based adoption works. Here's the 12-week pilot model we use to make AI stick.
Dan McAulay
Your CI Pipeline Is the New Bottleneck
AI writes code 3x faster, but if your CI takes 45 minutes, you just moved the bottleneck. Here's where the real velocity gains are hiding.
Dave O'Dell
Why Your Best Engineers Are Resisting AI (And What That's Actually Telling You)
When your strongest engineers push back on AI tooling, most orgs treat it as a change management problem. They're missing the signal entirely.
Dave O'Dell