First-time international hackathon participants that are hoping to learn from this experience, and hopefully win.
A high-performance, concurrent Go orchestrator engine optimizing LLM token budgets and latency for Track 1 via local AST solver fallback routing, 1-token gates, and custom post-completion formatting auditors.