@parthivgod48406

The Chaos Economy is a multi-agent reinforcement learning simulation of a single-stock market where six AI agents — four traders, a market maker, and an SEC regulator — are trained from scratch using GRPO on LoRA-adapted Llama-3.2 models running on AMD MI300X GPUs. Over 250 training steps, a full financial crisis arc emerges organically: agents discover momentum trading, adapt to spread widening, begin colluding on coordinated buy/sell patterns, and face regulatory crackdown — all without scripted behavior. Every action is a live LLM inference; every reward is grounded in real market mechanics including GBM price dynamics, order-flow impact, news shocks, and a 10-vector reward-hacking audit. The headline result: our 3B Llama-3.2 model, fine-tuned with GRPO on AMD hardware, outperforms NVIDIA's Nemotron Super 120B as a trading agent — higher mean PnL, better format compliance, more coherent strategy — at 40× smaller parameter count. Targeted domain fine-tuning beats scale. Tech stack: - Training: TRL + GRPO, PEFT LoRA adapters - Hardware & Inference: AMD MI300X GPUs via Hugging Face's AMD hardware tier; optimum-amd for ROCm-optimized execution; vLLM for high-throughput batched inference across all six agents per step - Platform: Hugging Face Spaces for deployment and model hosting - Simulation: custom multi-agent environment with order matching, GBM market sim, news marketplace, inter-agent messaging, and manipulation detection - Evaluation: W&B tracking — PnL, diversity, format compliance, oversight intensity, news alpha - Replay viewer: embedded frontend for full 250-step episode visualization GRPO fine-tuning on multi-agent trajectories produces emergent collusion, front-running, and regulatory adaptation — rivaling Nemotron 120B at a fraction of the compute, on open AMD hardware.

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.