{"slug":"itamarzand88-mlai-textbooks","source_name":"itamarzand88/mlai-textbooks","name":"Itamarzand88/Mlai Textbooks","description":"Expert assistant for ML/AI algorithms from Bishop's PRML and Norvig's AIMA textbooks, using the mlai-textbooks package (pip install mlai-textbooks). Invoke with /mlai-textbooks <topic or question>.","version":1,"lift":{"pass_rate_delta_pts":68.18,"pass_rate_pct":81.8,"total_cases":22,"passed_cases":18,"tokens_delta_pct":-2.3,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-07T23:29:13.202758+00:00"},"skill_score":0.8182,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":68.18,"with_pass_pct":81.8,"without_pass_pct":13.6,"tokens_delta_pct":-2.3,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-07T23:29:13.202758+00:00","run_id":"a77e4d7d-29db-4c71-af95-039002582c30","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":"a802a3b7a657d1dc4b33495113a81c7a618fca498b94e45c466b20c435318172","raw_url":"https://app.decimal.ai/s/itamarzand88-mlai-textbooks/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/itamarzand88-mlai-textbooks"}