Cognitive Surrogate

name: cognitive-surrogate
description: Layer 6 Barton Cognitive Surrogate System - build, train, and validate psychological models that predict and generate authentic responses matching a subject's cognitive patterns
version: 1.0.0
trit: 0  # Ergodic/coordinator role in GF(3) triadic system

Overview

The Cognitive Surrogate skill enables construction of high-fidelity psychological models from interaction patterns. It extracts values, predicts intellectual trajectories, and generates authentic responses that preserve the subject's voice with >90% fidelity.

Core Principle: A surrogate is not an imitation but a derivational continuation - the model learns the generative grammar of cognition, not surface patterns.

NEW (Langevin/Gibbs Integration): Predictions now use Gibbs distribution from Langevin analysis. Confidence scores reflect mixing time and temperature parameters.

Key Capabilities