version: "1.0.0" name: "godmode:moa" description: > Mixture of Agents — run multiple OpenAI proposers in parallel, synthesize into one high-quality response. Use when a question benefits from diverse model perspectives or when a single model response feels insufficient. requires: [] next: []

Mixture of Agents (MoA)

Parallel proposers → single synthesizer. Based on the MoA paper (arXiv 2603.08640).

When to Use

• Complex questions where diverse perspectives improve quality
• Creative tasks (brainstorming, writing, design decisions)
• Analysis tasks where correlated errors are a risk
• Any prompt where "what would multiple models say?" adds value

How It Works

1. Propose — N OpenAI models run the same prompt in parallel (gpt-4o-mini x3 by default)
2. Synthesize — one stronger model (gpt-4o) sees all proposals and produces a unified answer

Usage

Quick (Claude orchestrates inline)

Paste the prompt, then run:

nu skills/moa/helpers/propose.nu "<your prompt>" --count 3
nu skills/moa/helpers/synthesize.nu "<your prompt>"

Custom proposer count or models

# More proposers
nu skills/moa/helpers/propose.nu "<prompt>" --count 5
 
# Different proposer model
nu skills/moa/helpers/propose.nu "<prompt>" --model openai:gpt-4o
 
# Different synthesizer
nu skills/moa/helpers/synthesize.nu "<prompt>" --model openai:o4-mini

From a file

let prompt = (open prompt.txt | str trim)
nu skills/moa/helpers/propose.nu $prompt
nu skills/moa/helpers/synthesize.nu $prompt

Proposer Pool (default)

Output

Proposals written to .ctx/_WORKING_DIR/moa-proposal-<n>.txt. Synthesizer output printed to stdout. Files are gitignored and cleaned on the next godmode handon.

Requirements

• aichat installed and on PATH, configured with OpenAI key
• OpenAI key in ~/Library/Application Support/aichat/config.yaml