Jubayer Talukder@jubayer

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.

To participate in the hackathon, simply click Sign up with AMD. If you are not already a member of the AMD AI Developer Program (ADP), you will need to create an account. ADP members can access AI tutorials, experts, and community support. In addition, new members can claim a free month of DeepLearning.ai pro, $100 in AMD GPU cloud credits, and $50 in Fireworks AI API credits. All hackathon participants will receive on hackathon launch additional compute and API credits for their projects. Ready to build what's next on AMD? Sign up with AMD below to secure your spot.