
xRegime Oracle is a self-improving autonomous trading agent that turns voice input or earnings calls into executed xStock trades with full transparency and reliability. Core Workflow Voice Layer: Accepts live voice commands or uploaded audio files (Speechmatics real-time/batch transcription + speaker diarization). Intelligence Layer: A 3-model open-source finance ensemble on Featherless (specialized LLMs running in parallel) analyzes transcripts, market signals, and regime shifts, then casts a majority vote on trading decisions. Regime Engine: Calculates a live Regime Score based on recent performance. The agent self-evolves nightly — reviewing its own paper trades and autonomously updating risk rules, stop-loss levels, and momentum thresholds. Execution: All decisions are backtested and executed safely via the official Kraken CLI in paper trading mode. Dashboard: Beautiful, interactive Streamlit web app with colored Regime Score cards, live equity curve chart, chat interface (text + voice), trade history, and full audit trail. Production Deployment Runs 24/7 on a Vultr VPS with auto-restart. Fully open-source, async-first, and built as a market-ready enterprise solution.
19 May 2026

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.
12 Apr 2026