Catalyzing Human-AI Co-Evolution

The Intelligence Frontier is Moving. We Are Driving It.

We map under-utilized human cognitive primitives, train people to use them, and turn them into AI benchmarks.

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Human-AI Co-Evolution
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The Problem: AI Has Hit a Wall

AI scaling has hit diminishing returns. The bottleneck is not computational—it is cognitive.

The Scaling Crisis

Current AI optimizes within a narrow, century-old framework. Spearman's g from 1904 captures only 40-50% of cognitive variance.

Moravec's Paradox

Easy things for humans are hard for AI—perception, common sense, contextual judgment. Current approaches ignore this fundamental gap.

The Adoption Crisis

75% of employees fear AI will eliminate jobs (EY 2024). People resist tools that replace them—but embrace tools that upgrade them.

Result Data Limitation

Most AI training data is "result-oriented"—final outputs only. How thought is formed, reasoning traces, decision branches are missing.

Sutskever's Warning

"The 2010s were the age of scaling. Now we're back in the age of wonder and discovery." — Ilya Sutskever, OpenAI Co-founder

The Complementarity Edge

"Human-AI complementarity outperforms either alone." — Erik Brynjolfsson, MIT. Bengio, LeCun, Marcus all argue AI needs cognitive grounding.

Our Solution:
The Co-Evolution Engine

A bidirectional co-evolution cycle that advances both human and artificial intelligence.

Human-AI Co-Evolution Cycle

As AI masters Level N, we discover the next cognitive frontier and upskill humans to Level N+1. Continuous co-evolution.

"We move from g (general intelligence) to c (complementary intelligence)—the cognitive dimensions where humans maintain a qualitative edge."

Our Services: How We Can Help

Whether you're developing AI or deploying it in your workforce, we have solutions for you.

B2B Enterprise

"Cognitive Edge" Workforce Programs

Build Centaur Teams

  • Create human-AI teams that partner effectively
  • Measured improvements in decision quality
  • Enhanced collaboration and creativity metrics
  • Annual SaaS + implementation fees
Talk to Us (Enterprise)
B2B AI Labs

"Beyond Pattern Matching" Evaluation

Benchmark with Us

  • Benchmarks for complementary intelligence (c)
  • High-fidelity Process Data for training
  • API access + data licensing fees
  • Fine-tuning on cognitive primitives
Talk to Us (AI Labs)

"Human + AI + better process beats a strong AI alone."

— Adopted from Garry Kasparov

We don't replace humans. We create Centaurs—human-AI teams that outperform either alone.

"We solve Moravec's Paradox by starting with biology, not code."

— Filiciti Labs

Easy things for humans are hard for AI. We map the cognitive architecture first, then build the technology.

Ready to Join the Frontier?

Whether you're building AI or building with AI, we're ready to partner.

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