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Integrate Hybrid Reasoning & Adaptive Budgeting
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Linked challenge: MCP Edge AI for Satellite Data Fusion
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Linked challenge
MCP Edge AI for Satellite Data Fusion
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Original prompt text with formatting preserved for inspection.
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Implement the logic within your Semantic Kernel agent to switch between instant and deep reasoning modes of Gemini 2.5 Pro based on the complexity of the detected anomaly or query. Simultaneously, integrate an adaptive thinking budget mechanism that dynamically adjusts token limits based on the available 'energy' budget (simulated constraint) of the edge device.
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.