Agent

MiroMind

A reasoning-first AI platform providing 99% verifiable accuracy for complex, critical-thinking tasks.

Source rating 5.0 (94) 101k views 101k/mo traffic 0 saves Unknown
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Verdict

A quick read before you dig into the full page.

Best if
You are software Engineers and need: Autonomous code generation, debugging, and architecture optimization
Pick this when
A reasoning-first AI platform providing 99% verifiable accuracy for complex, critical-thinking tasks

Overview

MiroMind is an AI frontier lab that develops a General Purpose Solver, a reasoning-first AI system designed for verifiable accuracy rather than just probabilistic generation. It features MiroThinker, a 235B parameter model that utilizes 'System 2 Thinking'—a deliberate, structured logical deduction process. The platform operates on MiroMind OS, which manages complex problem-solving through a Directed Acyclic Graph (DAG) reasoning protocol, allowing for branching, rollback, and replanning. It is specifically engineered for critical tasks in industries such as software engineering, legal compliance, financial engineering, and scientific research where 99% certainty is required.

MiroMind screenshot

Best for

Short scenarios where MiroMind tends to shine.

  • Autonomous code generation, debugging, and architecture optimization

    Best for Software Engineers

  • High-confidence investment decisions for institutional investors

    Best for Financial Analysts

  • Legal contract analysis, regulatory mapping, and due diligence

    Best for Legal Professionals

  • Risk modeling and algorithmic trading in financial markets

    Best for Scientific Researchers

  • Hypothesis generation and molecular simulations for Bio-Pharma research

    Best for Asset Managers

Example outputs 1

Sample generations and before/after results for MiroMind.

Access & connections

Where you can use MiroMind.

Platforms

Web

Capabilities

What this tool accepts, produces, and is strongest at.

Highlights

  • MiroThinker (235B parameter reasoning-optimized model)
  • Verifiable Accuracy (Achieving 99% cumulative accuracy on 300-step reasoning chains)
  • System 2 Thinking (Deliberate logical deduction over rapid pattern matching)
  • MiroMind OS (Operating system for managing state, memory, and reasoning policy)
  • DAG Reasoning Protocol (Supports Branch, Rollback, and Replan functions)
  • Self-Evolution (Continuous improvement through internal SWE-bench and self-surgery capabilities)

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FAQ 5

What is MiroMind?
MiroMind is an AI frontier lab that develops a General Purpose Solver, a reasoning-first AI system designed for verifiable accuracy rather than just probabilistic generation. It features MiroThinker, a 235B parameter model that utilizes 'System 2 Thinking'—a deliberate, structured logical deduction process. The platform operates on MiroMind OS, which manages complex problem-solving through a Directed Acyclic Graph (DAG) reasoning protocol, allowing for branching, rollback, and replanning. It is specifically engineered for critical tasks in industries such as software engineering, legal compliance, financial engineering, and scientific research where 99% certainty is required.
How to use MiroMind?
Users provide complex prompts to the system, which MiroThinker then processes by planning a reasoning chain (DAG). The system executes each step, verifies it against a set of policies, and can rollback or replan if errors are detected. It can be integrated into production workflows for asset management, health data analysis, and enterprise operations.
What is the difference between MiroThinker and standard LLMs?
Standard LLMs focus on rapid pattern matching and conversation, while MiroThinker is a 235B parameter model built for reasoning and verification, handling complex logical dependencies through long-chain reasoning.
What is a DAG Reasoning Protocol?
It stands for Directed Acyclic Graph reasoning, which allows the AI to explore parallel alternatives (Branch), return to specific steps if errors are found (Rollback), and rewrite subgraphs when new evidence emerges (Replan).
Do MiroMind Service Credits expire?
Yes, Service Credits have a validity period of 12 months from the date of issuance.
MiroMind