MANDIMBY HASINA MAHERA@maherasalala

This implementation demonstrates the successful integration of a 120 billion parameter Large Language Model (LLM) hosted on AMD Cloud with an algorithmic trading system based on the Order Block strategy. The LLM acts as an expert consultant that validates and optimizes trading decisions in real-time. The use of **AMD Cloud GPT OSS 120B** brings an advanced artificial intelligence layer to the trading bot, enabling more nuanced and contextual decision-making than traditional algorithmic rules. ### Key Features - Real-time signal validation by 120B parameter LLM - Expert reasoning for each trading decision - Automatic fallback if LLM is unavailable - Complete logging of LLM consultations - Configurable confidence thresholds

⏱️ Design, build, and deploy trustless AI trading agents. 📅 March 30 – April 12, 2026 🌐 Build AI trading agents that execute strategies using ERC-8004 or Kraken CLI. 🤝 Build solo or in teams to create autonomous trading, risk, yield, or protection agents. 💰 $55,000 prize pool, allocated and shared via Surge and Kraken. Your team should have registered project at early.surge.xyz in order to be eligible for the prize. Get access in your team profile or our discord 🔑 Access to early.surge.xyz If prompted for login credentials, use: • Username: admin • Password: JBRv2xWG7AzwVrLz88

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. 💰 $10,000 prize pool up & 1 × AMD Radeon™ AI PRO R9700 GPU 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.