Self-Evolving
Heavy-Duty Solver
Moving from probabilistic generation to verifiable accuracy. A Reasoning OS designed for critical tasks.
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.
Product & Technology
Built from the ground up for reasoning, verification, and self-evolution.
BENCHMARK PERFORMANCE
BrowseComp
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
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
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
Software Engineering
Primary Driver
Autonomous code generation, debugging, and architecture optimization
"Slow but Right" approach ensures production-ready code
Financial Engineering
Risk modeling, algorithmic trading, and compliance auditing
Traceable reasoning chains for full auditability
Complete Pipeline Coverage
Ready for Certainty?
Build with the only AI that verifies every step.