Minimising regret, maximising accuracy, billing nobody.
A zero-token Track 1 agent: deterministic solvers and a bundled 1.5B local model answer all 8 task categories with zero Fireworks calls. Answers are verified by execution, so math, code and logic are provably correct before they are written.