Does it provide audit logs for dispatched tasks?

Yes, it includes a DuckDB integration that creates a dispatch_log table, allowing you to track every task, its assigned triad, and verify mathematical conservation via SQL.

What is GF(3) Triadic Routing?

It is a mathematical framework based on Galois Field 3 where tasks are assigned to three specific roles—Validator (-1), Coordinator (0), and Generator (+1)—that sum to zero mod 3, ensuring structural balance.

Can I compose skills from different functional bundles?

Yes, the cross-compose feature allows you to mix skills from different bundles (like Database and Learning) while maintaining the GF(3) conservation rule to ensure the pipeline remains coherent.

How does this skill improve Claude Code performance?

It allows Claude to systematically break down complex requests into specialized sub-tasks handled by the most appropriate tools, significantly increasing accuracy and reliability through built-in validation steps.

GF(3) Task Orchestrator

Name: GF(3) Task Orchestrator
Author: plurigrid

byplurigrid

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Data Science & ML

Routes complex tasks to specialized subagent triads using GF(3) triadic logic to ensure balanced execution and validation.

Skill-dispatch is a sophisticated task routing engine designed for Claude Code subagent orchestration. By applying GF(3) triadic conservation, it assigns tasks to a balanced triad consisting of a validator (Minus), a coordinator (Ergodic), and a generator (Plus). This mathematical approach ensures that every execution pipeline is structurally sound, providing a robust framework for managing multi-skill workflows and ensuring compositional coherence in agentic systems, particularly when dealing with complex topological data or scientific computing tasks.

Key Features

01Subagent Pipeline Execution: Orchestrates the sequential flow from validation to generation across specialized skills.

02Integrated Dispatch Logging: Features DuckDB support for auditing and verifying that all dispatches adhere to conservation rules.

03Cross-Bundle Composition: Facilitates the creation of hybrid workflows that maintain mathematical conservation across different domains.

04Automatic Bundle Inference: Determines the appropriate skill set based on task descriptions and pattern matching.

05GF(3) Triadic Routing: Ensures balanced task execution by summing validator, coordinator, and generator roles to zero mod 3.

062 GitHub stars

Use Cases

01Managing agentic workflows where output quality is ensured by a dedicated validation subagent before final generation.

02Coordinating complex multi-step AI development tasks that require linting, architectural derivation, and code generation.

03Building mathematically verified pipelines for scientific computing or categorical data management using Cat# integration.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add plurigrid/asi skill-dispatch

For use in Claude.ai and ChatGPT

Download Skill