MiroMind

Language models often give fluent answers that fall apart when you check them, which is a problem in legal, financial or engineering work.

MiroMind is a reasoning-first AI platform that aims for verifiable accuracy on complex tasks instead of probabilistic text generation.

The company describes itself as an AI frontier lab and is building what it calls a General Purpose Solver.

The core model is MiroThinker, a 235B parameter model that uses what MiroMind calls System 2 Thinking, a slow, structured style of logical deduction.

It runs on MiroMind OS, which handles problem-solving through a Directed Acyclic Graph reasoning protocol.

That structure lets a task branch, roll back and replan when a line of reasoning fails.

MiroMind targets software engineering, legal compliance, financial engineering and scientific research, where an error costs real money.

It claims 99% verifiable accuracy, a figure you should test against your own cases.

As an AI research tool and agent platform, it suits work that needs checkable reasoning more than quick drafts.