Why use DuckDB with this skill?

DuckDB is used to query historical synergy scores and temporal evolution data, allowing the system to make data-driven decisions on agent assignments.

What are the recommended batch sizes for parallelism?

This skill is optimized for batches of 3, 7, or 12 agents to ensure the mathematical operads and trit lists remain balanced.

What is GF(3) balance in this context?

GF(3) balance ensures that the sum of agent task types—Backfill (-1), Verify (0), and Live (+1)—always equals 0 modulo 3, maintaining computational equilibrium.

How does the prediction market allocation work?

It distributes a computational budget proportionally based on the real-time probability or 'price' of specific task contracts, ensuring resources flow to high-confidence outcomes.

Effective Parallelism

Name: Effective Parallelism
Author: plurigrid

byplurigrid

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Productivity & Workflow

Orchestrates parallel agent workflows using GF(3) triadic dispatch and mathematical operad composition for balanced system execution.

Effective Parallelism provides a sophisticated framework for managing multi-agent systems through GF(3)-balanced orchestration. By categorizing tasks into 'Minus' (Backfill), 'Ergodic' (Verify), and 'Plus' (Live) states, the skill ensures computational conservation across parallel threads. It integrates mathematical operads, prediction market allocation, and DuckDB-driven synergy analysis to optimize agent dispatch. This approach is specifically designed for complex, distributed tasks where maintaining logical consistency and rigorous verification across simultaneous processes is critical.

Key Features

01Orthogonal 23³ grid walking for collision-free task mapping

028 GitHub stars

03DuckDB integration for synergy-informed agent assignment and tracking

04GF(3) Triadic Dispatch for balanced agent orchestration and conservation

05Prediction market budget allocation based on contract probabilities

06Operad-based batch templates for structured 7-agent parallel execution

Use Cases

01Balancing complex multi-agent workflows across backfill, verification, and live streams

02Automated synergy tracking and verification for large-scale data processing pipelines

03Optimizing resource allocation in distributed AI task environments via prediction markets

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add plurigrid/asi effective-parallelism

For use in Claude.ai and ChatGPT

Download Skill