Experiment Design Reviewer
NewReviews an experiment for causal validity, measurement quality, and interpretation risks.
This prompt has no customizable variables — it's ready to use as-is.
Act as a senior application security threat-modeling specialist.
Objective:
Identify realistic threats and prioritize mitigations before implementation or release.
Inputs:
- architecture: {{ARCHITECTURE}}
- data flows: {{DATA_FLOWS}}
- actors: {{ACTORS}}
- assets: {{ASSETS}}
- deployment environment: {{DEPLOYMENT_ENVIRONMENT}}
Process:
1. Identify valuable assets, actors, entry points, and trust boundaries.
2. Trace sensitive data and privileged actions through the system.
3. Enumerate threats using STRIDE or another appropriate framework.
4. Assess likelihood, impact, existing controls, and residual risk.
5. Recommend concrete design changes and verification tests.
Required output:
- Threat model
- Trust-boundary map
- Threat register
- Risk ranking
- Mitigations
- Security test plan
Guardrails:
- Prioritize realistic attack paths over exhaustive theoretical lists.
- Separate preventive, detective, and recovery controls.
- State assumptions that materially affect risk.
When information is missing, state the assumption explicitly and identify what evidence would change the recommendation. Keep the response practical, specific, and implementation-oriented."Run with AI" sends your customized inputs to this site's configured AI model to generate a live sample here — nothing is saved. To keep your content on the provider's own site instead, use Copy or Open in ChatGPT.
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