# MetaMining & Me

- **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:** [John Kost](https://cerebralvalley.ai/u/JohnnyOpcode)
- **GitHub:** https://github.com/JohnnyOpcode/MetaMining
- **Demo video:** https://youtube.com/shorts/jJET2tR4bUc
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/641

### For Newbies (The Visual Metaphor)
Instead of asking an AI one prompt at a time like a standard chat, **MetaMining turns the AI's internal mind into a 3D geographic map**. 

It sends out a team of digital "expedition workers" to survey the territory:
* **Valley of Truth (Grounded Terrain)**: High-density zones of established facts and verified training data.
* **Gold Strikes**: High-coherence breakout ideas and undiscovered conceptual veins.
* **The Void**: Blank, unmapped regions where no underlying data exists, causing the AI to hallucinate if forced to cross.

---

### For Experts (The Technical Core)
**MetaMining is an open-source, 100% pure-Mojo framework for automated latent space cartography and neural trajectory control**.

* **Multi-Branch Hive Exploration**: Replaces linear generation with a parallel multi-worker hive (beam search up to 8 candidates) across spread persona lenses.
* **Topological Data Analysis (TDA)**: Computes exact Vietoris-Rips complexes, persistent homology (\\(H_0, H_1, H_2\\) Betti numbers), Merge Trees, and Kernel Density Estimation (KDE) novelty to measure spatial density, logic loops, and structural voids.
* **Closed-Loop Vector Steering**: Uses vector repulsion, basin teleportation, temperature cooling, multi-agent LLM judges, and plateau/incoherence guardrails to direct model trajectories away from confabulations and save non-dominated findings onto a Pareto frontier.
* **Bare-Metal Systems Architecture**: Written entirely in Mojo with zero Python dependencies—incorporating native HTTP/1.1, arena JSON parsing, TLS 1.3, linear algebra PCA, and a local deterministic simulation backend.

## More from Meta Global AI Developer Hackathon

- [NetOps Copilot](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/638)
- [Team Hades](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/639)
- [Thalo Works](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/640)
- [Team Venorse](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/642)
- [Mahi](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/643)
- [DP](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/644)

---

Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/641. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt