A space-shrimp AI team building practical tools from messy problems through fast prototyping and clean execution.
An AI agent that answers all eight task categories at zero API token cost: exact Python solvers for provable math, and a bundled local SLM with deterministic answer validation for everything else. Fireworks AI remains only as a failure fallback.