miniforge is an autonomous software development system designed to behave like a factory, not a chatbot.

It takes a specification, decomposes it into work, and uses coordinated teams of AI agents to design, implement, test, and ship production-grade software. The output is real repositories, real infrastructure, and real deployments — not demos or snippets.

miniforge is local-first by design. It runs on your machine or inside your network, operates directly on your repositories, and integrates with the same tools your team already uses. You control where it runs, what it can change, and how far it’s allowed to go.

At its core, miniforge models software delivery as an industrial process. Work is tracked as first-class artifacts, decisions are recorded and traceable, and every change flows through explicit quality and safety gates. The system does not rely on single prompts; it operates through specialized agent roles that mirror how effective engineering teams actually work.

A defining feature of miniforge is its meta loop. In addition to delivering software, the system observes its own performance — failures, reviews, rollbacks, and human corrections — and uses those signals to improve how it plans, validates, and releases work over time. The development process itself becomes subject to iteration, with changes governed, versioned, and reversible.

miniforge is built for developers who care about correctness, control, and leverage, and for organizations that want the productivity gains of automation without surrendering ownership of their code or workflows.

It is not a hosted service and it is not a replacement for engineering judgment. It is a tool that industrializes software delivery while keeping the developer in control.