What is a color traceroute in this skill?

A color traceroute is a method of tracking the execution path of an AI agent across different services by assigning a unique, deterministic color to each 'hop' or interaction based on a specific seed.

What are GF(3) trits?

GF(3) trits represent a triadic state system (minus, ergodic, plus) used to maintain mathematical balance across agent interactions, ensuring that system states sum to zero (mod 3).

How does this skill utilize Apple Silicon?

It leverages the MLX framework, which is optimized for Apple Silicon, to perform local machine learning inference while maintaining high performance and efficiency.

Does this work with standard Clojure development tools?

Yes, it includes specific integrations for the Clojure MCP ecosystem, nREPL, and TAP color streams to provide real-time visual feedback in your development environment.

MLX Color Traceroute

Name: MLX Color Traceroute
Author: plurigrid

byplurigrid

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Analytics & Monitoring

Orchestrates triadic agent systems across MLX, JAX, and Clojure environments using deterministic color-coded observability.

The MLX Color Traceroute skill enables developers to build and monitor sophisticated agentic workflows across heterogeneous tech stacks, including Apple Silicon (MLX), Google JAX, and the Clojure MCP ecosystem. By utilizing deterministic SplitMix64 coloring and GF(3) trits (minus, ergodic, plus), it provides a visual and mathematical 'traceroute' for agent interactions. This allows for precise tracking of data 'hops' across distributed systems while ensuring triadic balance and observational equality through categorical data structures like ACSets.

Key Features

01Deterministic SplitMix64 color generation for high-fidelity agent hop tracking

02Multi-stack integration between MLX local inference and Clojure MCP servers

03Triadic agent balancing using GF(3) trits to maintain system equilibrium

04Parallel color generation with JAX vmap/pmap for high-performance tracing

05Observational bridges for monitoring state equality across disparate distributed systems

068 GitHub stars

Use Cases

01Debugging complex multi-agent interactions across Python, Julia, and Clojure REPLs

02Implementing deterministic observability in Apple Silicon-based ML pipelines

03Monitoring triadic balance in decentralized agent networks using categorical data structures

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add plurigrid/asi mlx-color-traceroute

For use in Claude.ai and ChatGPT