Can Dalgir@Jayteare

RouterCore is a safe routing layer for agentic DevOps workflows. Before an AI agent or orchestrator executes a task, RouterCore decides whether a natural-language request should be routed, clarified, confirmed, rejected, or escalated. The system converts messy user requests into structured workflow routes and parameters, validates them against workflow schemas, applies an authoritative policy layer, and generates execution previews only. It supports workflows such as creating web apps, storage buckets, service accounts, scheduler jobs, and IAM role grants. For the AMD Developer Hackathon, RouterCore is framed as a Track 2 fine-tuning project. We trained a compact Qwen LoRA adapter on AMD Developer Cloud using ROCm PyTorch on an AMD Instinct MI300X. The safety-tuned model improved required-field extraction from 28.57% to 100.00% and status accuracy from 57.33% to 86.67%, while preserving 100.00% unsafe request rejection and 0.00% false route rate. RouterCore demonstrates safe routing, not just routing: fine-tuning improves the model’s structured proposals, while schema validation and policy checks remain authoritative before any agent handoff.

Grab your ideas, spin up compute, and start building what’s next! Start with $100 in AMD Developer Cloud credits and begin building right away. Get access to hands-on tutorials, workshops, and curated learning resources to help you build faster and go further. To unlock credits and join the hackathon, sign up for the AMD AI Developer Program. 🤝 Go solo or team up — ship something real. 💰 $21,500+ total prize pool & 1 × AMD Radeon™ AI PRO R9700 GPU up for grabs. 📍 On-site Venue (May 9-10): MindsDB SF AI Collective 3154 17th St, San Francisco, California, USA 📍On-site participation is by invitation only. Travel and accommodation expenses will not be covered. 🧑‍💻 Developers, builders, and innovators - bring your boldest ideas and let’s turn them into real AI systems on AMD.