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General Purpose Solver

300 Steps to 99% Certainty

General Purpose Solver

300 Steps to 99% Certainty

Moving from probabilistic generation to verifiable accuracy. A Reasoning OS designed for critical tasks.

Manufacturing

System design, failure analysis

Science

Hypothesis generation, experiment design

Biology

Drug Discovery

Legal

Contract analysis, regulatory mapping

Finance

Risk modeling, compliance checks

PROMPT

What major events next week could affect the U.S. Nasdaq Index, and how might each of them impact it?

Macro (biggest movers)

  • NFP Jobs Report (Fri Jan 9) — the week's most important event. Strong jobs = higher yields = pressure on tech. Weak jobs = rate cut hopes = Nasdaq boost.

  • ADP + ISM Services + JOLTS (Wed Jan 7) — previews Friday's NFP and shapes rate expectations.

  • 10-Year Treasury Auction (Wed Jan 7) — strong demand keeps yields down and supports growth stocks; a weak auction does the opposite.

Sector-Specific

  • CES 2026 (Jan 6–9, Las Vegas) — AI, semis, and hardware announcements from NVIDIA, AMD, Intel etc. Positive reveals can lift the whole index; tepid guidance could drag semis down.

• China's 50% domestic chip equipment rule — ongoing headwind for U.S. semiconductor equipment companies. Any follow-up news could spike volatility in chip stocks.

Deep Reasoning

Powered by MiroThinker (235B), optimized for stable, long-chain reasoning. Built to handle complex logical dependencies that standard LLMs cannot.

Verifiable Accuracy

Achieving 99% cumulative accuracy on 300- step reasoning chains. This requires >99.99% per-step reliability, setting a new standard for trust.

System 2 Thinking

Deliberate, slow thinking process that verifies every step before proceeding. Moving beyond rapid pattern matching to structured logical deduction.

Product & Technology

Built from the ground up for reasoning, verification, and self-evolution.

BENCHMARK PERFORMANCE

Score (%)

100

80

60

40

20

0

1

GPT-5

GAIA

GPT-5

HLE

GLM-4.6

BrowseComp

Kimi-K2

BrowseComp-ZH

MiroThinker (235B)

Competitor

MiroThinker is built not just for higher benchmark scores, but for stability and accuracy in 100+ step DAG reasoning under MiroMind OS.

MiroThinker

A 235B parameter model built for reasoning, not just conversation. Designed with a Verification-Centric Architecture.

Planner

Designs the reasoning chain as a step_graph (DAG)

Defines step_id, parent_step_id, branch_id, and state_hash for each node

Does NOT directly modify code

Executor

ChainChecker

Verifier

Start

Start

Start

S1

S1

S1

B1

B1

B1

A1

A1

A1

A2

A2

A2

A3

A3

A3

Branch A

Branch A

Branch A

Branch B

Branch B

Branch B

Rollback Triggered

Rollback Triggered

Rollback Triggered

DAG Node Structure

DAG Node Structure

DAG Node Structure

{

“step_id”: “string”,

“parent_step_id”: “string”,

“branch_id”: “string”,

“state_hash”: “string”,

“status”: “verified | failed”

}

{

“step_id”: “string”,

“parent_step_id”: “string”,

“branch_id”: “string”,

“state_hash”: “string”,

“status”: “verified | failed”

}

{

“step_id”: “string”,

“parent_step_id”: “string”,

“branch_id”: “string”,

“state_hash”: “string”,

“status”: “verified | failed”

}

REPLAN ZONE

REPLAN ZONE

REPLAN ZONE

MiroMind OS

The operating system for reasoning. Managing state, memory, and policy execution for complex problem solving.

DAG Reasoning Protocol

Branch: Parallel exploration of alternatives

Rollback: Return to specific steps while retaining confirmed facts

Replan: Rewrite subgraphs when new evidence breaks current plan

Structured Memory

Policy-as-Code

Self-Evolution

A system that improves itself

Continuous improvement through internal SWE-bench and "self-surgery" capabilities to learn from every problem solved. We are migrating from code domains to math, science, and finance logic domains.

Continuous Learning

Domain Expansion

Solutions

Applying rigorous reasoning to critical industries.
Software Engineering

Primary Driver

Autonomous code generation, debugging, and architecture optimization

"Slow but Right" approach ensures production-ready code

Legal & Compliance

Contract analysis, regulatory mapping, and due diligence

99% certainty for critical legal interpretations

Legal & Compliance

Contract analysis, regulatory mapping, and due diligence

99% certainty for critical legal interpretations

Financial Engineering

Risk modeling, algorithmic trading, and compliance auditing

Traceable reasoning chains for full auditability

Scientific Research & Bio-Pharma

Hypothesis generation, experimental design, and molecular simulations

Accelerating discovery with reliable reasoning

Scientific Research & Bio-Pharma

Hypothesis generation, experimental design, and molecular simulations

Accelerating discovery with reliable reasoning

Real-World Validation

Deployed in Production Environments

Asset Management

Menos AI

AI-powered platform for institutional investors. Automates raw data processing into high-confidence investment decisions using autonomous agents. Deployed in buy-side production workflows.

Menos AI

Health Management

Theta Health

Personal health memory platform. Unifies wearable data and medical records with clinical science for proactive care guidance. HIPAA-compliant with 300+ device integrations.

Theta.ai

Enterprise Operations

Tanka

Operating foundation for AI-native companies. Coordinates the interface between human intent and automated execution at scale. Production infrastructure for AI-first teams.

tanka.ai

Our Team

Experts in AI, Mathematics, and Systems Engineering

80+

Team Members
Covering full AI pipeline

80+

Team Members
Covering full AI pipeline

70%+

PhD Holders
From top global institutions

70%+

PhD Holders
From top global institutions

100%

Top-Tier Tech
Alibaba, Huawei, Tencent, etc.

100%

Top-Tier Tech
Alibaba, Huawei, Tencent, etc.

Ready for Certainty?

Build with the only AI that verifies every step.

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