Crude Awakening
AI-powered intraday energy trading optimization for EPEX SPOT 15-minute markets
4-Plant Portfolio
Rheinhafen CCGT
430 MW
Nordsee Wind
350 MW
Bayern Solar
120 MW
Isar Peaker OCGT
180 MW
Agent Capabilities
11 specialized tools orchestrated by the trading agent, organized across three workstreams
Data & Market
5 toolsAnalyze Market Prices
Analyzes EPEX SPOT 15-minute intraday and day-ahead prices
Analyze Imbalance
Evaluates system imbalance prices and regulation states
Get Fuel Prices
Retrieves gas, CO₂, coal, and oil price data
Get Weather Data
Fetches weather observations and forecasts for plant locations
Get Renewable Forecast
Provides wind and solar generation forecasts with uncertainty bands
Plant & Portfolio
4 toolsCalculate Marginal Cost
Computes SRMC for thermal plants at various load points
Check Plant Constraints
Validates ramp rates, minimum stable load, and start costs
Check Contract Obligations
Verifies delivery obligations and tolerance bands
Check Grid Constraints
Monitors cross-border transmission capacity and congestion
Strategy & Compliance
2 toolsGenerate Strategy
Produces optimized bid/offer strategies for the next trading window
Validate REMIT Compliance
Ensures all trades comply with REMIT II reporting requirements
Technology Stack
Built on AWS services for scalable, production-grade agent deployment
Bedrock AgentCore
Agent runtime, memory, and gateway for deployment
Strands SDK
Python agent framework with @tool decorator pattern
Amazon S3
Static asset hosting and data storage
CloudFront
Global CDN for low-latency content delivery