# Swarm Architectures

> AI Agent Swarms: Multi-Agent Debate & Context Routing

- Skill: `j4flmao/swarm-architectures` (Agent Skill)
- Install (CLI): `npx skillmds@latest add j4flmao/swarm-architectures`
- Raw SKILL.md: https://api.skillmd.com/api/skills/j4flmao/swarm-architectures/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: j4flmao (https://skillmd.com/u/j4flmao)
- Updated: 2026-09-21
- Page: https://skillmd.com/skills/j4flmao/swarm-architectures

---

# AI Agent Swarms: Multi-Agent Debate & Context Routing

## PoC Architecture Design

This Proof of Concept (PoC) explores hierarchical Multi-Agent Swarms, emphasizing the Actor Model and Context Routing for distributed intelligence.

### Core Mechanics
1. **The Actor Model (Erlang/Akka inspired):** Agents are isolated nodes communicating exclusively via asynchronous message passing. There is no shared memory. Each Agent maintains its own KV cache and system prompt.
2. **Context Routing:** The "Router Agent" classifies the user intent using a fast SLM (e.g., Llama 3 8B) and dispatches the raw prompt + relevant context to specialized worker agents.
3. **Multi-Agent Debate:** When a complex task requires resolution, two "Debater Agents" generate conflicting proposals, and a "Judge Agent" synthesizes the final output.

### Architecture Map

```mermaid
%%{init: {"theme": "default", "flowchart": {"useMaxWidth": true}}}%%
flowchart TD
    subgraph Client ["Client Layer"]
        A["User Request"]
    end
    
    subgraph Router ["Context Routing (Fast SLM)"]
        B["Intent Classification"]
        C["Context Enrichment (RAG)"]
    end
    
    subgraph Swarm ["Autonomous Swarm"]
        D["Specialist A (Code)"]
        E["Specialist B (Research)"]
        F["Debate Arena"]
        G["Judge Synthesizer"]
    end
    
    A -->|"Send Prompt"| B
    B -->|"Lookup DB"| C
    C -->|"Dispatch Task"| D
    C -->|"Dispatch Task"| E
    D -->|"Proposal A"| F
    E -->|"Proposal B"| F
    F -->|"Evaluate"| G
    G -->|"Return Result"| A
```