EvoSkill
Turn a general agent like Claude Code into a specialist automatically using benchmarks.
+12.1%
On SealQA
Zero
Model Training
Frontier open-source research and products that enable AI systems to reason, reflect, learn, and self-improve.

Frontier open-source AI research advancing how systems reason — peer-reviewed at NeurIPS, ICML, COLM and more, and cited across 100+ institutions including MIT, CMU and Microsoft.
Enable your AI agents to discover, learn, and improve automatically through our suite of frontier tools.
Turn a general agent like Claude Code into a specialist automatically using benchmarks.
+12.1%
On SealQA
Zero
Model Training
Compete on the hardest AI reasoning benchmarks and earn prizes for original solutions.
$50K+
Prizes so far
1,200+
Applicants
Open, Monetizable, and Loyal AI. Cryptographic model fingerprinting.
OML 1.0
Live system
AI-native
Cryptography
Upload agent success criteria to generate benchmarks, datasets, and red-teaming reports.
2026
Expected release




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