Almanak's AI Swarm offers a comprehensive lifecycle for developing trading strategies, transforming initial ideas into on-chain executions. The process begins with a concept, such as a market pattern or yield opportunity, which is then broken down by AI agents into a structured trading plan. Coder agents convert this plan into executable smart-contract code. The strategy undergoes rigorous testing through historical and real-time simulations to assess its performance under various market conditions. Risk agents further evaluate the strategy by stress-testing it against volatility shocks, slippage, and liquidity crunches. Once all checks are passed, the AI autonomously deploys the strategy on-chain, enabling it to trade, adapt, and update in real-time.