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Extended Thinking Workflow Integration

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Linked challenge: IPO Market Scout: Multi-Agent Analysis

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Linked challenge
IPO Market Scout: Multi-Agent Analysis

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Integrate extended thinking techniques into your CrewAI agents, particularly for the 'Market Analyst' and 'Strategy Consultant' roles. When faced with ambiguous data or complex correlation tasks, these agents should be able to perform multi-step reasoning, generate intermediate thoughts, and refine their analysis using Claude Opus 4.1's capabilities before finalizing conclusions. Provide examples of how this is handled in your agent's thinking process.

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.