Why Your 100GB Vector Database is a Legacy Anchor
The machine learning elite built a cathedral on one foundation: backpropagation. We chose a different path. From brute force to geometric intelligence — how HDC/VSA changes everything.
O(1) AI memory. 5000× compression. Edge-native deployment. Built in Houston, proven by you.
The machine learning elite built a cathedral on one foundation: backpropagation. We chose a different path. From brute force to geometric intelligence — how HDC/VSA changes everything.
Fits on a floppy disk. 3.8M recalls/sec. O(1) search that doesn't degrade with scale. Side-by-side with FAISS, Pinecone, and Weaviate — we use 5000x less memory.
We built our own Notion — on Cloudflare's edge. Real-time CRM, content engine, roadmap, and meeting intelligence. Why settle for manual when you can have agentic?
How a dismissed idea in a Houston garage became CATALYST-2026-001: 20 claims, 5 subsystems, and a working SDK that proves the math.