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Core Agent Design and Ephemeral Data Pipeline

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.

1 lines
1 sections
No variables
0 checklist items
Outline the architecture for your agent system, focusing on how it will ingest 'ghost posts' in real-time and process them before they expire. Define the role of GPT-5 in analyzing this content (e.g., sentiment, topic extraction, safety checks). Propose a mechanism for handling the ephemeral nature of the data, ensuring no permanent storage of raw content.

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 role framing, objective, and reporting structure so comparison runs stay coherent.

Tune next

Swap in your own domain constraints, anomaly thresholds, and examples before you branch variants.

Verify after

Check whether the prompt asks for the right evidence, confidence signal, and escalation path.