{"slug":"k-dense-ai-judea-pearl","source_name":"k-dense-ai/judea-pearl","name":"K Dense AI/Judea Pearl","description":"Applies Judea Pearl's causal reasoning frameworks to distinguish correlation from causation, evaluate AI capabilities, and make counterfactual decisions. Reach for this skill whenever Claude encounters questions about causal inference, structural causal models, the limitations of deep learning, AGI, experimental design, covariate selection, or personalized decision-making. Trigger this skill for topics involving Bayesian networks, the do-calculus, the Ladder of Causation, or when a user tries to","version":1,"lift":{"pass_rate_delta_pts":0,"pass_rate_pct":95.5,"total_cases":22,"passed_cases":21,"tokens_delta_pct":54.8,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-03T20:06:02.720014+00:00"},"skill_score":null,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":0,"with_pass_pct":95.5,"without_pass_pct":95.5,"tokens_delta_pct":54.8,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-03T20:06:02.720014+00:00","run_id":"4b450321-682f-45aa-9cb0-48bf59763c85","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"MIT","install_count":0,"manifest_hash":"cb1ced4fbcd25076d4e65219b2a6bc5f508e18f36ef56683c48872b258a9bdb6","raw_url":"https://app.decimal.ai/s/k-dense-ai-judea-pearl/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/k-dense-ai-judea-pearl"}