{"slug":"jpoindexter-vd-plumbing-vs-behavior","source_name":"jpoindexter/vd-plumbing-vs-behavior","name":"Jpoindexter/Vd Plumbing Vs Behavior","description":"A passing lower layer or adjacent entry point does not prove the user-facing behavior. Verifying a direct tools/call over stdio is not the agent deciding to call the tool with its persona; a green unit test is not the feature working; a reachable endpoint is not the flow succeeding. Use when tempted to generalize \"the plumbing works\" into \"the feature works\" — identify the actual user path and exercise that exact path.","version":1,"lift":{"pass_rate_delta_pts":50,"pass_rate_pct":90.9,"total_cases":22,"passed_cases":20,"tokens_delta_pct":-10,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-03T18:42:03.559725+00:00"},"skill_score":0.9091,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":50,"with_pass_pct":90.9,"without_pass_pct":40.9,"tokens_delta_pct":-10,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-03T18:42:03.559725+00:00","run_id":"4b788e4c-8897-4258-b217-b6c8194c5505","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":"88ec9fb15743bc3f9eb3fe9444ed78731a9ea635c2a05453bb1cc6b9cbe2a824","raw_url":"https://app.decimal.ai/s/jpoindexter-vd-plumbing-vs-behavior/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/jpoindexter-vd-plumbing-vs-behavior"}