#engineering

Replace chaotic prompts with two documents: a spec for the AI analyst and a spec for the project. Real fragments, the why — take and adapt.

Architectural principles for autonomous AI coding and metrics from 10 weeks: 90% merge rate, 17-minute median, 133 issues without manual review.

Set up your own AI server with Web UI and phone access. Agent comparison, VPS picks, Tailscale, Yandex ID OAuth, and hidden perks.