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Stress Test and Ethical Review

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

Linked challenge: GPT-5 Ephemeral Content Intelligence with MCP & Adaptive Thinking

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Linked challenge
GPT-5 Ephemeral Content Intelligence with MCP & Adaptive Thinking

Prompt source

Original prompt text with formatting preserved for inspection.

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Simulate a high volume of diverse 'ghost posts', including edge cases, potentially harmful content, and ambiguous statements. Test the system's ability to accurately analyze and respond within the ephemeral window, ensuring the adaptive thinking budget is effectively utilized. Perform an internal 'ethical review' of the agent's prompts and classifications, identifying any biases or misinterpretations, especially in sensitive contexts.

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.