Prompt: causal-modeling-pack

Models upstream causes, mechanisms, effects, confounders, and counterfactuals.

Use when

• The task involves root-cause analysis.
• Correlation could be mistaken for causation.
• The plan depends on an intervention working as expected.

Output shape

• Causal map
• Confounders
• Counterfactual checks
• Evidence gaps