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Agent Testing and Refinement

Inspect the original prompt language first, then copy or adapt it once you know how it fits your workflow.

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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Simulate the execution of your optimized workflow using your Semantic Kernel agent and MCP tools. Document any failures or unexpected behaviors. Based on this simulation, identify areas for improvement in your agent's reasoning, tool integration, or adaptive budget allocation strategy. Provide a brief reflection on how extended thinking was applied.

Adaptation plan

Keep the source stable, then change the prompt in a predictable order so the next run is easier to evaluate.

Keep stable

Preserve the rubric, target behavior, and pass-fail criteria as the baseline for evaluation.

Tune next

Adjust fixtures, mocks, and thresholds to the system under test instead of weakening the assertions.

Verify after

Make sure the prompt catches regressions instead of just mirroring the happy-path examples.