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For Builders & Researchers

CEP Infrastructure

Cognitive Expression Profile (CEP) is the framework powering Forum. It's also designed as open infrastructure for any conversational AI system that wants to understand how personality shifts across domains.


A Measurement Framework for Personality-Aware AI

CEP measures personality from conversational behavior, not self-report. Domain-specific, not global. Designed to power agents that adapt to how people actually think.

We're validating this framework in Forum. We're also making it available as foundational technology for other conversational AI systems.

What It Enables

Personal Learning

Like Forum: Conversations that adapt to how someone actually thinks, helping them discover self-knowledge through dialogue.

Education

Adaptive learning platforms that understand cognitive style across domains, not just learning pace.

Enterprise

Conversation routing and agent calibration based on personality and context, not just topic.

First Application

Forum

Forum is the first production application of CEP. It's where we validate the framework and deliver value to end users: conversation-based learning where self-knowledge emerges over time.

Every conversation in Forum is a data point validating that CEP works. Every user's learning journey proves that personality-aware agents make conversations better.

Where We Are

We're in active validation.

  • Measurement validity study (interview vs. behavioral profile convergence)
  • Intent routing study (personality-aware routing vs. baseline)
  • Cross-domain pattern analysis
  • Platform stable with growing study cohort