Tankiso Thebe@majortank

Hybrid Router is a small FastAPI service that accepts OpenAI-style chat completion requests and sends them to the cheapest model that should handle the prompt well. Simple prompts go to a local Ollama model. More difficult prompts go to one of three Fireworks harness model families: cheap, strong, or code. Responses are returned in an OpenAI-compatible format with extra routing metadata. How It Works A client sends a POST /v1/chat/completions request with chat messages. main.py validates the request and extracts the last user message. router_logic.py scores that message using a lightweight heuristic. If the score is low, workers.py calls Ollama through OLLAMA_URL. If the score is high, config.py chooses the best Fireworks harness tier for the task: cheap general, strong general, or code-specialized. workers.py calls Fireworks through the OpenAI-compatible SDK using the selected remote model. The API returns a normal chat-completions payload plus a usage object that shows which route was chosen.

🌎 Hybrid Hackathon | 💻 Online Build: 12-17 October 2026 | On-site phase: 17-18 October 2026 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. The AMD Developer Hackathon: ACT III is a hands-on event for developers, founders, engineers and builders who want to push what’s possible with AI on real infrastructure. 📍 If approved for the on-site experience, you'll also have the opportunity to showcase your project live. Travel and accommodation will not be covered.

🌎 Online Hackathon | 💻 Online Build: Sept 26 - Oct 5, 2026 A virtual, global hackathon. Build from anywhere in the world. Dark Factory is the official hackathon of WeAreDevelopers World Congress North America, presented by BAND, but you don't need to be in San Jose to take part. For one week, you build a software factory in BAND Desktop: a band of coding agents that plans work, implements it and checks its own results. 🎟️ Bonus for sign-ups: you are eligible for a free ticket to WeAreDevelopers World Congress North America in San Jose (Sep 23–25). If you do go, stop by the BAND booth: a surprise is waiting for you.

💻 Online Hackathon | ⏳ Build: 48 hours | 📅 September 25–27, 2026 The official IBM Bob 2.0 hackathon. Build what's next in AI-assisted development, alongside the developers and experts shaping it. ⭐ Get help from experts throughout the event 🤝 Join a team or build solo 💰 Prize pool: $12,000 🧑🏻‍💻 Register before the Kick-Off Stream to start building with Bob