About MiroMind
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.
Top use cases
- Autonomous code generation, debugging, and architecture optimization
- High-confidence investment decisions for institutional investors
- Legal contract analysis, regulatory mapping, and due diligence
- Risk modeling and algorithmic trading in financial markets
- Hypothesis generation and molecular simulations for Bio-Pharma research
Built for
Key features
- 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)
Pros & cons
Pros
- Extremely high reliability for complex multi-step logical tasks
- Traceable and auditable reasoning chains
- Specialized for high-stakes industries like finance and legal
- Self-improving system based on real-world problem solving
Cons
- Slower processing speed due to 'System 2' deliberate thinking
- Credits for services expire after 12 months
- Highly technical interface may require a learning curve
Company information
- MiroMind Company MiroMind Company name
- MiroMind . MiroMind Company address: Redwood City, CA (Headquarters); Singapore (Co-R&D and operational hub) . More about MiroMind, Please visit the about us page() .
- MiroMind Login MiroMind Login Link
- https://dr.miromind.ai/auth/login
- MiroMind Linkedin MiroMind Linkedin Link
- https://www.linkedin.com/company/miromind-ai/posts/?feedView=all
- MiroMind Twitter MiroMind Twitter Link
- https://x.com/miromind_ai
- MiroMind Github MiroMind Github Link
- https://github.com/MiroMindAI
Frequently asked questions
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.
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