Lab
Updates
BIM 2 complete
BIM 2 merges BIM 1's sparse memory with BIM 0's interaction loop. First version that can both memorize and learn from corrections in the same run. We ran 100 questions about 2026 events, after the training cutoff of every major LLM: 87/100. Frozen models score around 25% on the same test. BIM 2 had learned the answers.
BIM docs →Hydrogen-2 stable
Hydrogen-2 reached 95.90% on GSM8K and 97.56% on HumanEval paired with MAUL-2. Promoted to stable. Math routes through SymPy, code through a sandbox.
Hydrogen-2 page →MAUL-2
MAUL-2 added a semantic understanding phase before routing, a deterministic SymPy solver for math, and improved specialist prompts. 95.90% on GSM8K paired with Hydrogen-2.
MAUL docs →WebAI
WebLM-1 (30M parameters) trains and runs entirely in a browser: TensorFlow.js, WebGPU, streaming generation, model export. Core loop works. Ongoing experiment.
WebAI page →