@swaggan884

Nexus-8004 is a cryptographically verifiable multi-agent AI trading system built on the ERC-8004 trust standard. It solves the most critical problem in AI trading: how do you actually trust an autonomous agent with your money? Most AI trading bots are black boxes — they claim returns, but there's no way to verify decisions, reasoning, or performance history. Nexus-8004 changes this with a 5-layer orthogonal architecture: Layer 1 (Perception): A dual-brain signal engine — LimiX-16M (a Transformer using In-Context Learning for quantitative signals) paired with an LLM NLP engine for sentiment analysis and risk veto. Layer 2 (Memory & Reflexion): ChromaDB episodic memory with Pre-Trade RAG self-correction. The agent retrieves similar historical contexts before each trade and adjusts confidence accordingly — preventing repeated mistakes. Layer 3 (Tripartite Agents): A three-branch governance system: TradePlanner (legislature), TradeGenerator running an adversarial Bull vs. Bear debate (executive), and TradeEvaluator enforcing 6 hard veto rules (judiciary). Layer 4 (Execution Skills): Half-Kelly position sizing, pre-execution risk DryRun simulation, and deterministic Kraken CLI order execution. The LLM never touches math — all arithmetic is handled by validated Python. Layer 5 (ERC-8004 Trust): Every TradeIntent is EIP-712 signed. After each trade, real PnL and the CoT reasoning hash are written to the Reputation Registry on-chain — creating an immutable, publicly verifiable performance record. Backtest results (Oct 2025 – Mar 2026): ETHUSDT +23.8% (Sharpe 83.9), SOLUSDT +12.9%, BNBUSDT +11.3%, DOGEUSDT +11.3%, BTCUSDT +5.5%. Paper trading NAV grew from $10,000 to $11,231.

⏱️ 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