# nduwork

- **Event:** [Meta Global AI Developer Hackathon](https://cerebralvalley.ai/e/meta-ai-developer-hackathon)
- **When:** Oct 26, 12:00 PM – Nov 4, 9:00 PM (EST)
- **Where:** Online
- **Team:** [Niu Du](https://cerebralvalley.ai/u/nduwork)
- **GitHub:** https://github.com/nduwork/pengupool-ai
- **Demo video:** https://youtu.be/IQRQM8bBkLM
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2517

PenguPool started as a plugin for coding agents (https://github.com/nduwork/pengupool). For this hackathon, I turned it into a real macOS app: a team-first agent management platform where your agents work as a standing team instead of one-off sessions you relay messages between yourself.

You build the team once. Builders each own a Git repo, which they build and update. Helpers are read-only specialists with domain skills and scripts, prebuilt from the Agent Hub marketplace, and they carry their Experience from one project to the next when it is appropriate. The Lead passes your design and decisions down to the team, reports status back, and asks for your input only when it matters. The Lead can be a Builder or a Helper, depending on the project.

Two systems keep the team aligned with you. Compass records your preferences with honest uncertainty, updating from how you interact with the team or from preferences you enter directly. Triage, powered by Muse Spark through the Meta Model API, decides where each prompt goes: which agent receives it, whether an agent handles it alone, or whether it becomes a Compass memory. Models are routed per role, a frontier model for the Lead, which carries the plan and the decisions, and Spark for the well-scoped build work, which keeps cost down.

You manage the team remotely through the Muse app, at a high level through the Lead or by diving deep into a single session without losing control of the details. The agents talk to each other directly. You are never the relay.

PenguPool AI: a team without a black box, that grows with you.

## More from Meta Global AI Developer Hackathon

- [OjoVial](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2514)
- [Diorama - Draw it. Walk into it.](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2515)
- [Team3](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2516)
- [Anonymous Coders](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2518)
- [Code Review agent](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2519)
- [Spala](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2520)

---

Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2517. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt