Project

Bolwerk.ai

A personal sandbox for practicing AI-orchestrated software development

nextjsreacttypescripttrpcsupabasetailwindcss
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About Bolwerk.ai

Bolwerk.ai is a personal project I use to practice building software with automated AI coding. The focus is deliberately on the orchestration level rather than on single prompts: how to break work into tasks, coordinate multiple AI agents, keep them on track, and review what they produce. It is my hands-on way of learning where these workflows shine and where they still need a human in the loop, and the patterns that hold up here go straight into how I work in a professional setting.

Lately I am highly inspired by Matt Pocock's work on skills, so I use Bolwerk.ai to put those ideas into practice: building focused, reusable skills for AI agents, sharpening the prompts behind them, and tightening the feedback loops that decide when a skill fires. It turns the orchestration ideas into something concrete I can measure, refine, and carry into my day job already battle tested.

Techstack:

  • Next.js
  • React
  • TypeScript
  • tRPC
  • Supabase / Postgres
  • Redis
  • Playwright
  • Claude Code (agentic)
  • Stripe
  • Docker
  • Coolify
  • pnpm monorepo
  • Tailwind CSS
  • shadcn/ui