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The Latest from Our Team
Building a Really Snappy Offline-First Flow with TanStack Query
A common issue with modern software is the network call. This can be a problem in two ways. First, these calls can be slow, creating a mediocre user experience. The second problem is that these calls can fail when we are having network problems. So I thought, can we run our UI off an offline…
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How to Spot Bad Code (Even If You Don’t Write Any)
You don’t need to know a programming language to tell when code is in rough shape. A lot of “bad code” looks bad in ways anyone can see — the same way you can tell a kitchen is messy without being a chef. You might encounter this more often than you expect. A vendor submits…
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Deploying Containers to Azure App Services
I’ve been running a project on an Azure App Service for a while now, and I’ve landed on a setup I’m pretty happy with: a single Docker container that bundles the Angular frontend, NestJS API, and Caddy as the web server. The whole thing builds in GitHub Actions, pushes to Azure Container Registry (ACR), and…
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Policies Don’t Lead
Over the past year, we’ve spent a lot of time helping organizations figure out what AI actually means for their business. We’ve also been doing the same work ourselves inside Don’t Panic Labs. Along the way, something has become increasingly obvious to me. Almost everyone starts in the same place. Someone asks Legal to draft…
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It’s Just Config
Friday, 4:47 PM. An engineer opens a pull request on a billing service. One file changed. One line changed. The reviewer is already in their coat. “LGTM — it’s just config.” The PR merges at 4:58. By Monday morning, the team will have charged 3,800 customers two to four times each, refunded $2.3 million, and…
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The Interface Is Dissolving
For twenty years, the job was the same. A person points, clicks, types, and navigates to a result, and we design every step of that path. Software waits. The human is the engine. Agents break that. When software can understand what you want and act on its own to get there, the interface stops being…
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Quality Isn’t Tested In, It’s Layered In
We once delivered a project in six weeks. It felt fast. The demo landed, the client was happy, and we walked out of the room feeling like heroes. Then we spent the next six weeks stabilizing it. I think about that project a lot, because it taught me something that no estimate ever shows you:…
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Building with the GitHub Copilot SDK, Part 8: Sketch-First UI Design
In Part 7, I walked through the UX Design Tool we built into What is Done — one that spins up a full Angular + PrimeNG app in about 10 seconds. That tool is great when you need a working skeleton fast. But sometimes you don’t need a full framework. Sometimes you just want to…
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GitHub Squad: Your AI Dev Team Living Inside the Repo
We are rapidly moving to a world where multiple agents are the default pattern for many tasks. Each agent has its own agenda, expertise, and perspective — and together they collaborate to solve complex problems faster and more reliably than a single model ever could. Why not just stuff everything into a bigger context window…
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Tokens Are the Unit
Disclaimer: What follows was true as of 6/3/2026. Considering the speed at which the AI space is moving, the dollars referenced below will change. “What’s this going to cost per month?” Now that I sit in the CTO seat, I understand why that answer matters. It is not a curiosity question. It is a staffing,…
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