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Linked challenge: Merchant BESS Revenue Optimizer using CrewAI and Helicone

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Linked challenge
Merchant BESS Revenue Optimizer using CrewAI and Helicone

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Using CrewAI, define three agents: 'MarketAnalyst', 'GridSpecialist', and 'TradeExecutor'. Configure the MarketAnalyst to use a historical price tool. Configure the GridSpecialist to track a persistent state of the battery (SoC). Set up the Helicone proxy URL in your environment so all agent traffic is monitored.

Adaptation plan

Keep the source stable, then change the prompt in a predictable order so the next run is easier to evaluate.

Keep stable

Hold the task contract and output shape stable so generated implementations remain comparable.

Tune next

Update libraries, interfaces, and environment assumptions to match the stack you actually run.

Verify after

Test failure handling, edge cases, and any code paths that depend on hidden context or secrets.