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Bottleneck Analysis and Solution Generation

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Linked challenge: Automate Enterprise Workflows with MCP Agents

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Linked challenge
Automate Enterprise Workflows with MCP Agents

Prompt source

Original prompt text with formatting preserved for inspection.

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Using Gemini 2.5 Pro with an adaptive reasoning budget, analyze the provided workflow description and the identified bottlenecks. Propose a detailed, step-by-step optimized workflow. For each optimized step, clearly state if it requires AI automation, MCP tool integration, or both, and provide an estimated impact on efficiency or error reduction.

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.