"Robot ROCm team on AMD Developer Hackathon: ACT II Hackathon"

Cost-aware routing agent: deterministic solvers and a bundled 3B local LLM answer most tasks at zero token cost; only genuinely hard tasks escalate to Fireworks AI models, minimizing billed tokens while clearing the accuracy gate.