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KAAL (Knowledge Agent Arbitration Layer) is a full-stack adversarial foresight engine built entirely on AMD Instinct MI300X using ROCm 7.0. Most AI gives you confident-sounding guesses. KAAL gives you arbitrated intelligence — four autonomous agents that debate, attack, reconcile, and deliver calibrated long-horizon forecasts. No slop. No repetition. Always ends at a complete sentence. THE AMD STACK: We ran the complete pipeline on a single MI300X — data collection from 208 scientific sources (IPCC, IEA, WHO, WEF, World Bank 2024-2026), synthetic data generation via Qwen-72B on AMD, LoRA fine-tuning of Qwen2.5-7B in full bfloat16 precision, and GGUF Q4 quantization via llama.cpp — all on the same AMD server. Fine-tune completed in under 3 hours. Training loss: 2.5 → 0.47 (81% reduction). THE AGENT ARCHITECTURE: Architect builds the thesis. Contrarian attacks every assumption. Analyst reconciles the conflict. Synthesizer delivers a PhD-level calibrated forecast with confidence levels that decrease as the time horizon increases. DEPLOYMENT: Quantized to GGUF Q4_K_M (15GB → 4.4GB) and deployed permanently free on HuggingFace Spaces via llama-cpp-python. No GPU needed post-training. Zero ongoing cost. BUSINESS VALUE: $4.5B strategic foresight market. Replaces $50,000/month analyst panels at $1.99/hr on AMD. Buyers: infrastructure firms, sovereign wealth funds, HR strategy teams, defense contractors.

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.