vinci-monsoon-J0

vinci-monsoon is a production-ready, token-optimized hybrid routing system engineered specifically for Track 1 of the AMD Developer Hackathon. The system utilizes a dual-lane architecture designed to maximize accuracy while strictly curbing commercial API token costs. At its core, a fast, lightweight local classifier (Qwen-3B) evaluates incoming prompts inside an AMD-optimized Docker container. To guarantee compliance with the strict 80% evaluation accuracy gate, vinci-monsoon implements an active, confidence-aware policy bypass. High-complexity tasks—specifically those involving math reasoning, logical deduction, and code debugging—automatically flag a hard-override to execute fallback routing. When a fallback is triggered, requests are seamlessly directed to top-tier remote serverless models on Fireworks AI, routing general reasoning prompts to minimax-m3 and technical programming tasks to kimi-k2p7-code. The entire application runs inside a compact 2.0 GB Linux/AMD64 Docker container, well under the 10 GB hackathon ceiling, ensuring rapid deployments and instantaneous live routing.