{"slug":"phillipclapham-flow-cold-read","source_name":"phillipclapham/flow-cold-read","name":"Phillipclapham/Flow Cold Read","description":"When you've drafted something substantial in one AI substrate (an analysis, synthesis, decision rationale, code review, architectural plan, essay, or any artifact about to be committed/shipped/sent), dispatch a single cross-substrate evaluator — a different model family from the one that drafted — to read it cold and surface what same-substrate review cannot see. Different training distributions catch different blind spots: motivated reasoning, over-claiming, retrieval-mistaken-for-synthesis, te","version":1,"lift":{"pass_rate_delta_pts":36.36,"pass_rate_pct":95.5,"total_cases":22,"passed_cases":21,"tokens_delta_pct":94.7,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-03T02:02:31.013235+00:00"},"skill_score":0.9545,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":36.36,"with_pass_pct":95.5,"without_pass_pct":59.1,"tokens_delta_pct":94.7,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-03T02:02:31.013235+00:00","run_id":"466c8a84-9242-4edc-88eb-575d49b81a7d","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":"715ce58a647d2a43a9e7a8840856cf5b684fe136aa41aec219ad74d00452bec9","raw_url":"https://app.decimal.ai/s/phillipclapham-flow-cold-read/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/phillipclapham-flow-cold-read"}