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Define CrewAI Telemetry Agents with Gemini 2.5 Flash
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Linked challenge: Multi-Tenant Power and Token Cost Observability Pipeline with CrewAI and Gemini 2.5 Flash
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Linked challenge
Multi-Tenant Power and Token Cost Observability Pipeline with CrewAI and Gemini 2.5 Flash
Prompt source
Original prompt text with formatting preserved for inspection.
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Initialize CrewAI agents for `TelemetryCollector` and `CostAuditor` using model `gemini-2.5-flash`. Define tools for calculating GPU power share from raw watt metrics.
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.