{"slug":"naodeng-llm-consistency-testing","source_name":"naodeng/llm-consistency-testing","name":"Naodeng/LLM Consistency Testing","description":"Use this skill when you need evidence-bounded repeat inputs, version/model/prompt factors, invariants, variance evidence, and comparison boundaries; triggers include LLM 一致性 and LLM consistency.","version":6,"lift":{"pass_rate_delta_pts":13.64,"pass_rate_pct":90.9,"total_cases":22,"passed_cases":20,"tokens_delta_pct":157.4,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.8-flash","grading_method":"judged","completed_at":"2026-11-06T18:38:29.287443+00:00"},"skill_score":0.7640738095238094,"benchmark_models":[{"model":"gemini-3.8-flash","headline":true,"delta_pts":13.64,"with_pass_pct":90.9,"without_pass_pct":77.3,"tokens_delta_pct":157.4,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-11-06T18:38:29.287443+00:00","run_id":"5483a59a-1c5c-4579-b158-53c3228faf50","latest_attempt":{"id":"5483a59a-1c5c-4579-b158-53c3228faf50","runner_model":"gemini-3.8-flash","overall_verdict":"mixed","completed_at":"2026-11-06T18:38:29.287443+00:00","gate":null},"version_number":6,"is_latest_version":true,"gate":null},{"model":"gemini-3.6-flash","headline":false,"delta_pts":null,"with_pass_pct":null,"without_pass_pct":null,"tokens_delta_pct":92.6,"turns_delta_pct":0,"total_cases":24,"cases_aggregated":24,"verdict":"mixed","never_hurt":false,"completed_at":"2026-10-15T01:17:35.403409+00:00","run_id":"f994e3df-2367-4060-baa3-cd09adb251fb","latest_attempt":{"id":"f994e3df-2367-4060-baa3-cd09adb251fb","runner_model":"gemini-3.6-flash","overall_verdict":"mixed","completed_at":"2026-10-15T01:17:35.403409+00:00","gate":"not_comparable"},"version_number":4,"is_latest_version":false,"gate":"not_comparable"}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"PolyForm-Noncommercial-1.0.0","install_count":0,"total_uses":23,"total_users":1,"manifest_hash":"560d1a3d802ee6adb7e7ea05d057c41c5870074bf968e29300f48ee61d05ce68","install_name":"naodeng-llm-consistency-testing","version_id":"34077ecc-83c4-4c76-8cab-30a806250473","body_sha256":"560d1a3d802ee6adb7e7ea05d057c41c5870074bf968e29300f48ee61d05ce68","render_hash":"98bc15dbdc4a66cba54d466af1db9b3deb1c1847a1c55358947c63af49568f50","raw_url":"https://app.decimal.ai/s/naodeng-llm-consistency-testing/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/naodeng-llm-consistency-testing"}