{"slug":"yogsoth-ai-third-pass-deep-read","source_name":"yogsoth-ai/third-pass-deep-read","name":"Yogsoth AI/Third Pass Deep Read","description":"Keshav's third pass — the heaviest of the three, a full sentence-by-sentence re-read including proofs/derivations, attempting a virtual re-implementation of the paper to surface implicit assumptions and concrete improvement points. Use this after second-pass-grasp, as the terminal step of the Keshav three-pass method, whenever genuine mastery of a paper (not just a summary) is needed. This is not a skippable recap — treat \"nothing new to add\" as suspicious, not a default outcome.","version":1,"lift":{"pass_rate_delta_pts":17.39,"pass_rate_pct":30.4,"total_cases":23,"passed_cases":7,"tokens_delta_pct":58,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-09-07T11:51:12.160387+00:00"},"skill_score":0.3043,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":17.39,"with_pass_pct":30.4,"without_pass_pct":13,"tokens_delta_pct":58,"turns_delta_pct":0,"total_cases":23,"cases_aggregated":21,"verdict":"mixed","never_hurt":true,"completed_at":"2026-09-07T11:51:12.160387+00:00","run_id":"e087cb31-94ee-43c2-9fc3-9a4a5df53357","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":"Apache-2.0","install_count":0,"manifest_hash":"30193df148d1e48c25c997c9ce75cf849e8810e4dedc70b13800281d3ad43ee5","raw_url":"https://app.decimal.ai/s/yogsoth-ai-third-pass-deep-read/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/yogsoth-ai-third-pass-deep-read"}