# AI Trading

* **Advanced Price Prediction Models:** Use of LSTM, CNN, and Transformers to analyze on-chain LOB data, forecast price volatility, order book states, and funding rates. These models generate actionable signals for trading bots and AI Agents, including those created with AI Forge.
* **Adaptive AI Trading Bots & Agents:** Support for automated, complex strategies like arbitrage, market making, and reinforcement learning (RL), using BullEVM’s speed and composability for atomic interactions.
* **Smart Risk Management:** AI calculates liquidation probabilities, proposes personalized risk adjustments for users and AI Agents, manages protocol-wide risk, and optimizes liquidation flows to minimize market impact.
* **Real-Time Sentiment Analysis:** Integrates sentiment scores from external sources into the UI and predictive models, enhancing decision-making for users and AI Agents based on relevant signals tied to BullBit assets.