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Develop Adaptive Reasoning for Scenario Planning
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Linked challenge: Predictive Analytics Agents for Strategic Insights
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Linked challenge
Predictive Analytics Agents for Strategic Insights
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Original prompt text with formatting preserved for inspection.
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Implement extended thinking within your AutoGen agents, particularly for the forecasting and strategy agents. Allow these agents to explore multiple 'what-if' scenarios (e.g., different marketing budget increases, varying supply chain disruptions). Configure adaptive reasoning budgets so that agents can spend more time deeply analyzing scenarios with high uncertainty or significant potential impact, leading to more robust and nuanced strategic recommendations.
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.