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WIN

WIN turns real judge personas into an autonomous Codex committee that critiques, fixes, and re-scores your hackathon project until it’s truly judge-ready.

Code Video Cerebral Valley

Core trick

Scores drafts with weighted persona experts using deterministic Python stdlib logic, then writes a summary report.

Tags

agentsproductivity

Description

WIN turns real judge personas into an autonomous Codex committee that critiques, fixes, and re-scores your hackathon project until it’s truly judge-ready.
andrew-tomago/weighted-intelligence-nodes★ 00 forksPythonMITCreated Feb 5, 2026 · last push Feb 6, 2026

README excerpt

<!--
Created: 2026-02-05
Updated: 2026-02-06
Created_by:
  Github Username: andrew-tomago
  Agent: Codex
  Model: gpt-5
-->

# weighted-intelligence-nodes

Run a deterministic audience committee over draft content.
The pipeline profiles targets, scores drafts with weighted experts, then writes a summary.

No external dependencies. Python 3 stdlib only.

## Quick Start

```bash
cd /path/to/weighted-intelligence-nodes
cp data/input/targets.json data/input/targets.local.json
cp data/input/content.json data/input/content.local.json
bash skills/public/win-committee/scripts/run_committee.sh
cat data/output/summary.md
```

`run_committee.sh` fallback behavior:

- If `data/input/targets.local.json` exists, it is used; otherwise `data/input/targets.json`.
- If `data/input/content.local.json` exists, it is used; otherwise `data/input/content.json`.

## Commands

| Goal | Command | Output |
| --- | --- | --- |
| Full pipeline | `bash skills/public/win-committee/scripts/run_committee.sh` | `data/output/profiles.json`, `data/output/committee_matrix.json`, `data/output/summary.md` |
| Profile only | `bash skills/public/win-profile/scripts/run_profile.sh` | `data/output/profiles.json` |
| Evaluate only | `bash skills/public/win-evaluate/scripts/run_evaluate.sh` | `data/output/committee_matrix.json` |
| Synthesize only | `bash skills/public/win-summary/scripts/run_synthesize.sh` | `data/output/summary.md` |

Pass custom paths to the full wrapper:

```bash
bash skills/public/win-committee/scr

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