Autonomous cryptocurrency swing trading bot powered by AWS Bedrock Claude Sonnet agent core, orchestrated via EventBridge schedulers triggering Lambda functions on 4-hour, 1-hour, 10-minute, and daily cycles. The AgentCore runtime executes the Strands Agent with tools for market data analysis, technical analysis, order execution, portfolio management, and risk assessment against Binance APIs. State management via DynamoDB tracks active pairs, cooldown periods, and reentry signals, while circuit breakers enforce ATR-based stop losses and profit protection rules. Observability through CloudWatch Logs, ADOT traces, and AppRegistry enables production monitoring; SSM Parameter Store and Secrets Manager secure the kill switch and API credentials. Fork this diagram to customize agent tools, adjust scheduling intervals, or integrate alternative LLM providers and exchanges.