Notes from the build
Vibe coding for production, shared AI development environments, and the trust layer that makes them safe.
The best self-hosted AI coding agents for teams (2026)
Every self-hosted AI coding roundup evaluates tools for one developer. Here's the comparison through a team lens — shared sessions, review gates, and who can actually use each tool.
The five layers for shipping AI features to production safely
Everyone can ship to production now. The capability is here; the guardrails aren't. Here are the five layers that let your whole team build without losing control.
Is vibe coding safe for production? A practical framework
Vibe coding gets you a demo in an afternoon and a panic before launch. The “fast vs. safe” trade-off is false — here's the framework that resolves it.
Shared AI development environments: vibe coding for the whole team
Every AI coding tool today is single-player. Here's what changes when the environment is shared — and the workflows it unlocks for the whole team.
The agent gate: let anyone ship code without breaking production
Letting anyone ship code is only safe if something reviews every change. The agent gate is that something — here's how it works.