MetaMining & Me

### 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.