How toAgents & ToolsThe Neuron · 1h ago
How to Conduct an Adversarial AI Review to Strengthen Draft Documents
Submit your completed documents to a separate AI model instructed to actively challenge and critique your conclusions. This workflow filters out trivial critiques and prioritizes high-impact risks so you can address significant weaknesses without over-engineering solutions.
Try it yourself
- 1Select an AI model different from the system used to draft your initial document.
- 2Provide your complete draft alongside key contextual details, including your target audience and core purpose.
- 3Direct the AI reviewer to highlight vulnerabilities and organize them strictly by potential damage and likelihood.
- 4Review the generated list to separate concrete flaws from unrealistic risks, focusing only on actionable feedback.
Copy this prompt
You are a skeptical reviewer. Below is [a contract / financial model / strategy memo] written for [audience and goal]. Find what could go wrong. 1. List at most 7 problems, ranked by likelihood times cost. 2. For each, say what would have to be true for it to matter, and how likely that is in [my real situation]. 3. Separate real flaws from hypothetical risks, and flag anything you would advise me to ignore. 4. Do not suggest rewrites yet.
AnthropicSimon Willison
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