Today
Reliable Agents
Complex projects, weeks at a time.
Knowing when to askFrom capability to judgment to superintelligence
Capability gets attention.Judgment earns trust.
Superintelligence is the future.
We build the post-training data systems that make agent judgment dependable.
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datasets curated
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judgment failures benchmarked
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failure modes evaluated
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median error cost mapped
The path forward
Judgment compounds into autonomy.
Superintelligence — from reliable agents, to planning, to self-improvement, to broad coordination, to abundance.
+ 6 Months
Long-Horizon Planning
Dependable over long, messy arcs.
Knowing when to adapt
+ 12 Months
Self-Improving Agents
A major driver of its own improvement.
Knowing what's actually better
+ 24 Months
Large-Scale Coordination
Machines, supply, energy at scale.
Resolving conflicting goals
+ 48 Months
Worldwide Abundance
Goods, energy, care made plentiful.
Judgment, compoundedWhere judgment matters today
Where poor judgment becomes real-world cost.
Judgment matters wherever agents act under ambiguity, uncertainty, constraints, or high cost of error.
Operations & Logistics
Allocating resources wisely
Legal & Compliance
Interpreting rules in context
Healthcare
Treating under uncertainty
Finance
Acting on partial information
Data Science
Inferring what data supports
Business Decisions
Choosing what to optimize
Forecasting
Calibrating confidence over time
Risk Assessment
Weighting tail events
The team
Led by trusted AI experts.
Team of machine learning researchers with combined 60+ years of experience.
Founder, CEO
Dr. Qingchen Wang
- VC-backed Founder
- Kaggle Grandmaster
- Former Univ. of Hong Kong Professor
Founding Advisor
Dr. Stefano Ermon
- Stanford Professor
- Diffusion Models Inventor
- Inception Labs Founder
Affiliations
