App Vitals builds Shipwright — the open source alternative to Devin.https://app-vitals.com/https://app-vitals.com/blog/claude-code-orchestration/https://app-vitals.com/blog/claude-code-orchestration/We taught Claude Code every phase of shipping software — requirements, plan, code, review, deploy — and it still didn't ship on its own. The missing piece was never a skill. It was orchestration. Here's the state machine that ships our own product, hands off, for under $20 a PR.Sat, 01 Aug 2026 00:00:00 GMTEngineering Velocityhttps://app-vitals.com/blog/adopt-autonomous-coding-now/https://app-vitals.com/blog/adopt-autonomous-coding-now/A month ago we weren't giving this advice. Now we tell every client — solo founder to Fortune 500 — the same thing: adopt autonomous coding immediately. Here's why it's a CEO's call, not an engineering preference.Thu, 30 Jul 2026 00:00:00 GMTAI Adoptionhttps://app-vitals.com/blog/harness-is-all-you-need/https://app-vitals.com/blog/harness-is-all-you-need/GitHub says the harness — not the model, not the tools — is where the leverage is. They're right. Here's the step past where their argument stops, and why being a thin, open layer on Claude Code beats going fullstack.Wed, 29 Jul 2026 00:00:00 GMTEngineering Velocityhttps://app-vitals.com/blog/the-ai-adoption-ladder/https://app-vitals.com/blog/the-ai-adoption-ladder/A head of engineering asked me why some of his devs were burning through tokens while others spent nothing. That question is the whole story. Here's the ladder I've started using to answer it.Fri, 24 Jul 2026 00:00:00 GMTAI Adoptionhttps://app-vitals.com/blog/no-one-is-paying-you-to-code-anymore/https://app-vitals.com/blog/no-one-is-paying-you-to-code-anymore/We told a client last week there's absolutely no reason to pay developers to write code. Here's why that's the best career news engineers have gotten in decades.Tue, 21 Jul 2026 00:00:00 GMTEngineering Velocityhttps://app-vitals.com/blog/shipwright-vs-devin/https://app-vitals.com/blog/shipwright-vs-devin/Devin has a $26B valuation and a billion dollars in funding. We built something that does most of the same things for free. Here's an honest comparison.Thu, 16 Jul 2026 00:00:00 GMTEngineering Velocityhttps://app-vitals.com/blog/accidental-devin-alternative/https://app-vitals.com/blog/accidental-devin-alternative/A year ago we were making LiveKit voice tutorials. Somewhere between a mobile side project and an epic powder day, we accidentally built an open-source autonomous coding agent. Here's the origin story — and the philosophy underneath it.Fri, 10 Jul 2026 00:00:00 GMTCompany Updateshttps://app-vitals.com/blog/choosing-not-to-10x/https://app-vitals.com/blog/choosing-not-to-10x/We open-sourced Shipwright — the autonomous agent that takes you from PRD to production with almost no human in the loop. It shipped ~500 of its own pull requests. The catch isn't the tool. It's that a 10X in throughput is a 10X in your token bill, which turns adoption into a decision only the person holding the purse strings can make.Sun, 28 Jun 2026 00:00:00 GMTAI Adoptionhttps://app-vitals.com/blog/natural-language-data-queries/https://app-vitals.com/blog/natural-language-data-queries/Every company has dashboards nobody reads and engineers constantly fielding data requests. Natural language queries via Claude change the math entirely — and it's not about replacing your data team.Tue, 02 Jun 2026 00:00:00 GMTEngineering Velocityhttps://app-vitals.com/blog/85-prs-a-week/https://app-vitals.com/blog/85-prs-a-week/Last week our agents opened 85 pull requests. Not drafts, not experiments — reviewed, tested, deployable work. Here's the system behind that number, and why the job that's left is planning and reviewing, not typing.Mon, 01 Jun 2026 00:00:00 GMTEngineering Velocityhttps://app-vitals.com/blog/where-do-senior-engineers-come-from/https://app-vitals.com/blog/where-do-senior-engineers-come-from/If AI writes the code, being an engineer becomes planning and reviewing — staff and principal work. But that quietly removes the bottom rung of the ladder. So how does anyone become senior when there's no junior work left to learn from?Thu, 28 May 2026 00:00:00 GMTTechnical Leadershiphttps://app-vitals.com/blog/your-engineering-career-was-never-safe/https://app-vitals.com/blog/your-engineering-career-was-never-safe/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.Tue, 26 May 2026 00:00:00 GMTTechnical Leadershiphttps://app-vitals.com/blog/you-cant-transform-the-whole-org-at-once/https://app-vitals.com/blog/you-cant-transform-the-whole-org-at-once/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.Fri, 22 May 2026 00:00:00 GMTAI Adoptionhttps://app-vitals.com/blog/anthropic-ended-ai-free-ride/https://app-vitals.com/blog/anthropic-ended-ai-free-ride/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.Wed, 20 May 2026 00:00:00 GMTAI Adoptionhttps://app-vitals.com/blog/testing-is-phase-zero/https://app-vitals.com/blog/testing-is-phase-zero/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.Mon, 18 May 2026 00:00:00 GMTEngineering Velocityhttps://app-vitals.com/blog/pick-one-project-crush-it/https://app-vitals.com/blog/pick-one-project-crush-it/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.Sat, 16 May 2026 00:00:00 GMTTechnical Leadershiphttps://app-vitals.com/blog/the-three-month-bet/https://app-vitals.com/blog/the-three-month-bet/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.Fri, 15 May 2026 00:00:00 GMTTechnical Leadershiphttps://app-vitals.com/blog/entrepreneurs-vs-engineers/https://app-vitals.com/blog/entrepreneurs-vs-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.Wed, 13 May 2026 00:00:00 GMTAI Adoptionhttps://app-vitals.com/blog/notepad-to-claude/https://app-vitals.com/blog/notepad-to-claude/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.Thu, 07 May 2026 00:00:00 GMTAI Adoptionhttps://app-vitals.com/blog/the-migration-youve-been-putting-off/https://app-vitals.com/blog/the-migration-youve-been-putting-off/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.Thu, 07 May 2026 00:00:00 GMTEngineering Velocityhttps://app-vitals.com/blog/let-builders-build/https://app-vitals.com/blog/let-builders-build/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.Mon, 04 May 2026 00:00:00 GMTTechnical Leadershiphttps://app-vitals.com/blog/what-boards-ask-about-ai/https://app-vitals.com/blog/what-boards-ask-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.Tue, 28 Apr 2026 00:00:00 GMTAI Adoptionhttps://app-vitals.com/blog/prepping-repo-autonomous-programming/https://app-vitals.com/blog/prepping-repo-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.Sat, 25 Apr 2026 00:00:00 GMTEngineering Velocityhttps://app-vitals.com/blog/we-code-autonomously/https://app-vitals.com/blog/we-code-autonomously/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.Fri, 17 Apr 2026 00:00:00 GMTAI Adoptionhttps://app-vitals.com/blog/ai-coding-assistant-vs-agent/https://app-vitals.com/blog/ai-coding-assistant-vs-agent/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.Tue, 14 Apr 2026 00:00:00 GMTAI Adoptionhttps://app-vitals.com/blog/ai-generated-code-technical-debt/https://app-vitals.com/blog/ai-generated-code-technical-debt/AI writes 41% of all code in 2026. Above 40%, rework jumps 20-30%. Here's how to spot the debt before it compounds.Tue, 14 Apr 2026 00:00:00 GMTTechnical Leadershiphttps://app-vitals.com/blog/ai-pr-review-bottleneck/https://app-vitals.com/blog/ai-pr-review-bottleneck/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.Tue, 14 Apr 2026 00:00:00 GMTEngineering Velocityhttps://app-vitals.com/blog/ai-tools-ci-pipeline-overload/https://app-vitals.com/blog/ai-tools-ci-pipeline-overload/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.Tue, 14 Apr 2026 00:00:00 GMTEngineering Velocityhttps://app-vitals.com/blog/dora-metrics-ai-era/https://app-vitals.com/blog/dora-metrics-ai-era/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.Tue, 14 Apr 2026 00:00:00 GMTEngineering Velocityhttps://app-vitals.com/blog/how-to-roll-out-claude-code/https://app-vitals.com/blog/how-to-roll-out-claude-code/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.Tue, 14 Apr 2026 00:00:00 GMTAI Adoptionhttps://app-vitals.com/blog/why-ai-adoption-fails/https://app-vitals.com/blog/why-ai-adoption-fails/Most AI adoption programs fail before the first developer writes a single AI-assisted line of code. Here's why—and what actually works.Tue, 14 Apr 2026 00:00:00 GMTAI Adoptionhttps://app-vitals.com/blog/one-tool-for-everyone/https://app-vitals.com/blog/one-tool-for-everyone/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.Mon, 13 Apr 2026 00:00:00 GMTAI Adoptionhttps://app-vitals.com/blog/autonomous-coding-pipeline/https://app-vitals.com/blog/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.Sun, 12 Apr 2026 00:00:00 GMTEngineering Velocityhttps://app-vitals.com/blog/who-leads-ai-transformation/https://app-vitals.com/blog/who-leads-ai-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.Mon, 06 Apr 2026 00:00:00 GMTTechnical Leadershiphttps://app-vitals.com/blog/google-meet-epiphany/https://app-vitals.com/blog/google-meet-epiphany/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.Sun, 05 Apr 2026 00:00:00 GMTEngineering Velocityhttps://app-vitals.com/blog/building-a-system-to-build-code/https://app-vitals.com/blog/building-a-system-to-build-code/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.Sat, 04 Apr 2026 00:00:00 GMTEngineering Velocityhttps://app-vitals.com/blog/code-next-abstraction-layer/https://app-vitals.com/blog/code-next-abstraction-layer/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?Sat, 28 Mar 2026 00:00:00 GMTTechnical Leadershiphttps://app-vitals.com/blog/velocity-engineering-playbook/https://app-vitals.com/blog/velocity-engineering-playbook/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.Sat, 28 Mar 2026 00:00:00 GMTEngineering Velocityhttps://app-vitals.com/blog/velocity-trap/https://app-vitals.com/blog/velocity-trap/Giving every engineer access to every AI tool is a waste of money. Here's the scattershot mistake killing adoption—and what actually works.Sat, 28 Mar 2026 00:00:00 GMTEngineering Velocityhttps://app-vitals.com/blog/this-week-in-claude-code-ep002/https://app-vitals.com/blog/this-week-in-claude-code-ep002/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.Sat, 28 Mar 2026 00:00:00 GMTEngineering Velocityhttps://app-vitals.com/blog/ai-fancy-autocomplete/https://app-vitals.com/blog/ai-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.Thu, 26 Mar 2026 00:00:00 GMTAI Adoptionhttps://app-vitals.com/blog/shipwright-autonomous-dev-pipeline/https://app-vitals.com/blog/shipwright-autonomous-dev-pipeline/We built a Claude Code plugin that plans projects, executes tasks, runs multi-agent code reviews, and merges PRs — mostly without human intervention. Here's how it works and what we learned.Wed, 25 Mar 2026 00:00:00 GMTEngineering Velocityhttps://app-vitals.com/blog/code-review-bottleneck/https://app-vitals.com/blog/code-review-bottleneck/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?Tue, 24 Mar 2026 00:00:00 GMTEngineering Velocityhttps://app-vitals.com/blog/measure-ai-adoption-roi/https://app-vitals.com/blog/measure-ai-adoption-roi/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.Sat, 21 Mar 2026 00:00:00 GMTAI Adoptionhttps://app-vitals.com/blog/ai-champion-playbook/https://app-vitals.com/blog/ai-champion-playbook/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.Thu, 19 Mar 2026 00:00:00 GMTAI Adoptionhttps://app-vitals.com/blog/licenses-without-lift/https://app-vitals.com/blog/licenses-without-lift/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.Tue, 17 Mar 2026 00:00:00 GMTAI Adoptionhttps://app-vitals.com/blog/ai-velocity-assessment/https://app-vitals.com/blog/ai-velocity-assessment/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.Mon, 09 Mar 2026 00:00:00 GMTAI Adoptionhttps://app-vitals.com/blog/enterprise-ai-adoption-mistakes/https://app-vitals.com/blog/enterprise-ai-adoption-mistakes/Compliance theater. Tool mandates. Ignoring early adopters. Three patterns that kill AI adoption at every enterprise—and what works instead.Tue, 24 Feb 2026 00:00:00 GMTAI Adoptionhttps://app-vitals.com/blog/velocity-engineering/https://app-vitals.com/blog/velocity-engineering/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.Mon, 23 Feb 2026 00:00:00 GMTEngineering Velocityhttps://app-vitals.com/blog/two-engineers-output-of-twenty/https://app-vitals.com/blog/two-engineers-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.Wed, 18 Feb 2026 00:00:00 GMTCompany Updateshttps://app-vitals.com/blog/context-problem/https://app-vitals.com/blog/context-problem/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.Thu, 12 Feb 2026 00:00:00 GMTAI Adoptionhttps://app-vitals.com/blog/ci-pipeline-bottleneck/https://app-vitals.com/blog/ci-pipeline-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.Tue, 03 Feb 2026 00:00:00 GMTEngineering Velocityhttps://app-vitals.com/blog/engineering-ai-resistance/https://app-vitals.com/blog/engineering-ai-resistance/When your strongest engineers push back on AI tooling, most orgs treat it as a change management problem. They're missing the signal entirely.Sun, 01 Feb 2026 00:00:00 GMTAI Adoptionhttps://app-vitals.com/blog/why-tool-rollouts-fail/https://app-vitals.com/blog/why-tool-rollouts-fail/Top-down AI mandates fail. Champion-based adoption works. Here's the 12-week pilot model we use to make AI stick.Sat, 07 Feb 2026 00:00:00 GMTAI Adoption