What is an ACSet in this context?

An ACSet, or Attributed C-set, is a categorical data structure used here to provide a formal relational model for skills, energy flows, and dynamical states.

What is the benefit of Hamiltonian dynamics for AI skills?

Hamiltonian dynamics ensure that the total 'information energy' is conserved as a skill oscillates between being active (high kinetic) and latent (high potential).

What is the GF(3) triadic organization?

It is a balancing strategy that assigns skills into three roles—Plus (generative), Ergodic (coordinating), and Minus (dissipative)—to ensure ecosystem stability.

How does it measure skill performance?

It calculates Kinetic Information Energy based on interaction rates/entropy and Potential Information Energy based on schema complexity and representational depth.

Energy Dynamics ACSet Framework

Name: Energy Dynamics ACSet Framework
Author: plurigrid

byplurigrid

•

数据科学与机器学习

Manages and optimizes computational skills using physics-motivated information theory and categorical data structures.

The Energy Dynamics ACSet provides a sophisticated mathematical framework for measuring, composing, and balancing computational skills within an AI ecosystem. By treating skills as open energy-driven systems, it utilizes Hamiltonian mechanics to track the oscillation between latent schema richness (potential energy) and active deployment (kinetic energy). This skill allows developers to apply rigorous category theory—specifically Attributed C-sets (ACSets)—to ensure structural integrity, resource efficiency, and triadic balance across complex software architectures and ASI implementations.

主要功能

01Real-time kinetic and potential information energy measurement

028 GitHub stars

03GF(3) triadic organization for balanced ecosystem management

04Categorical data modeling using ACSets for formal relational structures

05Hamiltonian-based conservation laws for skill state transitions

06Functorial data migration and compositional wiring of interaction networks

使用场景

01Balancing resource allocation in large-scale AI multi-agent systems

02Optimizing skill deployment schedules based on energy density metrics

03Analyzing structural complexity versus active utility of software components

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add plurigrid/asi energy-dynamics-acset

For use in Claude.ai and ChatGPT

Download Skill