{"slug":"phillipclapham-flow-sourdough-scoping","source_name":"phillipclapham/flow-sourdough-scoping","name":"Phillipclapham/Flow Sourdough Scoping","description":"When facing a foundational architectural, scoping, framing, or design decision with high conceptual surface area — the kind of decision where you could spend weeks \"deriving the right answer\" before shipping anything — commit the shape early and iterate via adversarial review instead. Committed shape activates real critique machinery (consultation, partnership challenge, cold-read) that surfaces holes a solo-derivation pass cannot reach. Iteration against real critique beats iteration against im","version":1,"lift":{"pass_rate_delta_pts":22.73,"pass_rate_pct":77.3,"total_cases":22,"passed_cases":17,"tokens_delta_pct":107.8,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-03T02:07:13.055138+00:00"},"skill_score":0.7727,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":22.73,"with_pass_pct":77.3,"without_pass_pct":54.5,"tokens_delta_pct":107.8,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-03T02:07:13.055138+00:00","run_id":"6d359b17-1249-4b93-905a-1ce3c8a33baf","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":"7453c81f76420cc019d94c3fb442a57830d3318aaf22331c0c59f29616c84ec4","raw_url":"https://app.decimal.ai/s/phillipclapham-flow-sourdough-scoping/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/phillipclapham-flow-sourdough-scoping"}