NextGenAI Labs
Blog

Notes from the lab.

Field reports, release write-ups and honest post-mortems. We publish on GitHub Discussions, where the conversation stays public and threaded.

Latest

Recent posts

Not a content calendar — a changelog of what we actually shipped and learned.

Build log

Why everything we build is MIT licensed

The licensing decision we make once, and never regret: permissive licensing as a product decision.

Release notes

DevOS AI v3: replacing the context engine

A smarter ranking pipeline for codebase understanding — what changed under the hood and why it matters.

Engineering

What a zero-dependency CLI actually looks like

Loggit, tailr and repoarch ship with zero dependencies. Here's how we keep it that way.

Research

AI commit messages: a pragmatic field report

From pattern-matching to LLM reasoning in GitAI — and when the model is genuinely worth the round-trip.