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Integrate MCP and Adaptive Thinking Budgets

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Linked challenge: Supply Chain Compliance Agent with Adaptive Budgets

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Linked challenge
Supply Chain Compliance Agent with Adaptive Budgets

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Develop the MCP interface for agents to securely access simulated sensitive supply chain data and publish final audit reports. Implement an adaptive thinking budget for your GPT-5 agents, where the LLM's token allocation dynamically adjusts based on the complexity of the query or the perceived risk level of the current investigation step.

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.