Blog
Notes on AI-assisted product development from Boulder, Colorado.
Our agent pipeline worked in small batches without cutting setup time, so even a tiny ticket used millions of tokens across its delivery cycle. What we measured moving from GitHub Projects to Milestones, what got worse, and the changes we make next.
Read moreImmigrationLayer answers form, fee, and visa date questions from stored USCIS and Department of State data. Each answer carries its date and source link.
Read moreWe wired Claude Tag to a marketing site built on Astro, SolidJS, and plain Markdown files. Content managers ask for changes in Slack, Claude opens a pull request, Cloudflare builds a preview, and the change ships when someone approves it on GitHub - no CMS, no admin login, no deploy button.
Read moreAn experiment in agent-driven development — four pipelines, a product owner that preps the backlog, and a workflow that gets better every time we run it.
Read moreHow a four-agent Claude Code team turns a narrated product walkthrough into a full set of structured GitHub issues, test specs, and UX notes - no prep, no templates, no follow-up meetings.
Read moreWe built an AI-powered accounting platform tailored for Cyprus. Here is the story of what we built, how we built it, and what we learned when well-funded competitors entered the market.
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