Builder of a Top-10 on-device AI project. Now building a high-performance, real-world AI agent on AMD Instinct MI300X + ROCm.
A three-layer routing agent that proves answers locally at zero Fireworks tokens before it ever pays for one: deterministic solvers, zero-token classification, then the cheapest sufficient Gemma model.