What is the primary purpose of the Self-Validation Loop skill?

It is used to evaluate the accuracy of 3-stream color systems by comparing predicted outcomes (efference copies) against actual observations to minimize mathematical 'surprise'.

What is an 'efference copy' in this context?

In active inference, an efference copy is the internal prediction of what a system expects to observe before the actual observation occurs.

Which color generators are supported?

The skill supports splitmix_ternary, xoroshiro_3color, and gay_mcp generators for complex color stream modeling.

What metrics does this skill provide?

It provides accuracy (matches divided by total) and surprise (mismatch count or summed error), with a default pass threshold of 99% accuracy.

Triadic Color Self-Validation

Name: Triadic Color Self-Validation
Author: plurigrid

byplurigrid

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Data Science & ML

Validates triadic color systems by comparing predicted efference copies against observed color streams to minimize system error.

The Self-Validation Loop skill is designed for developers working with 3-stream color systems and active inference models within the plurigrid/asi topological framework. It automates the process of predictive processing by generating efference copies of expected colors and comparing them against actual observations from generators like splitmix_ternary or gay_mcp. By calculating metrics such as surprise and accuracy, the skill enables precise tuning of self-modeling systems, ensuring that color generation logic remains consistent and error-free during complex simulations.

Key Features

01Standardized JSON logging for reproducibility and debugging

02Support for splitmix_ternary and xoroshiro_3color sources

03Automated prediction vs. observation loops for color streams

04Calculates surprise and accuracy metrics for system health

052 GitHub stars

06Active inference modeling using Gay MCP tool integration

Use Cases

01Automated regression testing for cybernetic feedback loops

02Training active inference models for predictive color systems

03Validating the output consistency of topological chemputer generators

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add plurigrid/asi self-validation-loop

For use in Claude.ai and ChatGPT

Download Skill