What is an 'Ordered Locale' in this context?

Based on 2024 research by Heunen-van der Schaaf, it defines a frame of 'opens' (roles) without specific points, allowing for structured flow between validation, coordination, and generation.

What is the purpose of the triadic trit system?

The system assigns values of -1 (Validator), 0 (Coordinator), and +1 (Generator) to agents, ensuring a balanced 'zero-sum' mathematical state (GF(3) conservation) across parallel tasks.

Does this skill require macOS?

The core logic is portable, but the voice-based auditory identity and MLX generation features are specifically optimized for macOS with Apple Silicon.

How does the deterministic seeding work?

It uses the SplitMix64 algorithm to fork a single parent seed into three distinct child seeds, ensuring that parallel agent outputs remain reproducible.

Ordered Locale Fanout

Name: Ordered Locale Fanout
Author: plurigrid

byplurigrid

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Data Science & ML

Orchestrates triadic parallel agent dispatch using ordered locale theory and deterministic seeding for balanced AI workflows.

About

This skill implements a sophisticated fanout pattern based on the mathematical framework of ordered locales (Heunen-van der Schaaf 2024). It splits complex tasks into three parallel streams—Validator (-1), Coordinator (0), and Generator (+1)—to ensure compositional coherence and balanced execution. By leveraging deterministic SplitMix64 seeding and optional MLX-powered local LLM inference, the skill provides a rigorous environment for multi-agent reasoning, complete with macOS-native auditory identity markers for each locale.

Key Features

GF(3) conservation logic for mathematical state balance
Auditory locale distinction via macOS 'say' integration
Deterministic seed forking using SplitMix64 algorithm
2 GitHub stars
Triadic parallel agent dispatch (Validator, Coordinator, Generator)
Local LLM inference support with Apple Silicon MLX

Use Cases

Deterministic multi-agent reasoning on local Apple Silicon hardware
Complex workflow synthesis requiring a neutral coordinator role
Parallel code generation and validation cycles

About

Key Features

GF(3) conservation logic for mathematical state balance
Auditory locale distinction via macOS 'say' integration
Deterministic seed forking using SplitMix64 algorithm
2 GitHub stars
Triadic parallel agent dispatch (Validator, Coordinator, Generator)
Local LLM inference support with Apple Silicon MLX

Use Cases

Deterministic multi-agent reasoning on local Apple Silicon hardware
Complex workflow synthesis requiring a neutral coordinator role
Parallel code generation and validation cycles