Four habits you can check in the work above.
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One person, end to end.
Every project here was planned, built and deployed by me, from the first query to the server it runs on. You talk to the person who writes the code.
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Honest about results.
The ad pipeline worked and found no customers; Tuvra has no user numbers to show. I say so. You get the same plain reporting on your project.
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AI with checks around it.
LLM steps sit inside rules: Tuvra caches identical submissions so they always get the same grade, and every Studio image is checked against the real product before delivery.
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Self-hosted where it makes sense.
Your code and data on infrastructure you control, with Docker behind Caddy or Nginx, instead of another per-seat platform.
Tools Python, n8n, Angular, NestJS, PostgreSQL, React, Express, SQLite, Docker, Caddy, Playwright, Hetzner, a self-hosted homelab.