Chinyereugo Mebo@Marisdigitals11

KarmaForge Swarm is a sovereign 5-agent LangGraph swarm powered by local Ollama that autonomously trades in the hackathon sandbox using Kraken CLI and simulated Aerodrome yield. Core innovation: It treats its live ERC-8004 reputation score as "karma" and uses it to dynamically evolve its own rules every 4 hours. Every decision and evolution is EIP-712 signed and emitted on-chain as a validation artifact. The five agents work together in a closed feedback loop: • Signal Scanner pulls real-time market data from Kraken CLI • Risk Guardian dynamically scales risk limits based on current karma • Strategy Engine executes RSI + momentum trades (60% Kraken CEX + 40% simulated Aerodrome yield) • Validator cryptographically signs every action • Reflector runs every 4 hours, critiques performance, proposes small numeric improvements, and emits signed Strategy Checkpoints Fully autonomous, zero paid APIs, persistent SQLite memory, and public MCP endpoint via ngrok. It demonstrates the true promise of verifiable self-improving AI agents for trustless finance.

⏱️ 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.