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Crew Setup and Agent Definition

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Linked challenge: Prediction Market Intelligence System

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Linked challenge
Prediction Market Intelligence System

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Initialize a CrewAI `Crew` and define three agents: a `Market Data Analyst`, a `Trend Spotter`, and a `Report Generator`. Assign each agent a clear role, backstory, and specific goals related to analyzing prediction markets. Utilize Gemini 2.5 Pro as the LLM for all agents. Define a custom `Tool` for the `Market Data Analyst` that simulates fetching historical prediction market data (e.g., `fetch_market_data(market_name, start_date, end_date)`).

Adaptation plan

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

Keep stable

Preserve the source structure until you know which part of the prompt is actually driving the result quality.

Tune next

Change domain facts, examples, and tool context first before you rewrite the instruction scaffold.

Verify after

Validate one failure mode at a time so prompt changes stay attributable instead of getting noisy.