What is the importance of GF(3) in this skill?

GF(3) triads ensure compositional coherence and conservation between different agent roles (Generator, Coordinator, and Validator), providing a mathematical framework for system stability.

How does this skill improve multi-agent performance?

It reduces coordination complexity from O(n) round trips to O(1) by allowing multiple agents to read from and write to a shared environmental state, such as a DuckDB database.

Does this require a specific database?

While the core logic uses DuckDB for environmental traces, the principles of vehicle semantics and seed chains can be adapted to various shared-state environments.

What is stigmergy in AI agent coordination?

Stigmergy is a mechanism of indirect coordination where agents communicate by leaving traces in their environment, allowing them to synchronize without direct message passing.

Implicit Coordination

Name: Implicit Coordination
Author: plurigrid

byplurigrid

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Data Science & ML

Facilitates high-performance multi-agent coordination through environmental stigmergy and trace-based state modification instead of message passing.

Implicit Coordination implements stigmergic agent patterns where agents interact through shared environment traces rather than traditional messaging protocols. By leveraging DuckDB and a deterministic seed chain, it enables O(1) latency in coordination tasks, ensuring causal consistency via GF(3) triads. This skill is ideal for building complex multi-agent systems where reducing network overhead and maintaining a verifiable audit trail of environmental modifications is critical for system performance and reliability.

Key Features

01Persistent trace logging within DuckDB for causal auditing

02Verifiable GF(3) conservation for multi-agent role validation

032 GitHub stars

04Stigmergic agent coordination via environmental modification

05Deterministic state derivation using SplitMix64 seed chains

06O(1) latency reduction by eliminating message round trips

Use Cases

01Coordinating parallel 'verse' execution in complex simulation environments

02Building ultra-low latency multi-agent systems (MAS)

03Implementing verifiable audit trails for decentralized agent actions

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add plurigrid/asi implicit-coordination

For use in Claude.ai and ChatGPT

Download Skill