{"slug":"jpvarbed-apply-paper","source_name":"jpvarbed/apply-paper","name":"Jpvarbed/Apply Paper","description":"Turn a research paper's finding into a concrete change to our skills/agents — distill the claim, map it to where it applies, design the change, and prove it helps. Use when the user says \"apply this paper\", \"what would <paper> change for us\", \"turn this finding into a skill change\", or when triaging a paper in docs/papers.md from \"interesting\" to \"shipped\". NOT for summarizing a paper (just read it) or general literature review. Pairs with linting-and-scoring (score the result), adversarial-revi","version":1,"lift":{"pass_rate_delta_pts":45.45,"pass_rate_pct":86.4,"total_cases":22,"passed_cases":19,"tokens_delta_pct":12.3,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-03T00:02:23.541026+00:00"},"skill_score":0.8636,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":45.45,"with_pass_pct":86.4,"without_pass_pct":40.9,"tokens_delta_pct":12.3,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-03T00:02:23.541026+00:00","run_id":"ec99a002-ce56-4478-bcd6-0e4e5d97cb7e","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":"3a2c101e2cef94f71d1e9af67c9def9b46f56a0e3c8124b4df2c332aa2b6eaa7","raw_url":"https://app.decimal.ai/s/jpvarbed-apply-paper/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/jpvarbed-apply-paper"}