{"slug":"microsoftdocs-azure-personalizer","source_name":"microsoftdocs/azure-personalizer","name":"Microsoftdocs/Azure Personalizer","description":"Expert knowledge for Azure AI Personalizer development including troubleshooting, decision making, security, configuration, and integrations & coding patterns. Use when choosing single vs multi-slot, tuning exploration policies, configuring CMK encryption, debugging low rewards, or using local inference SDK, and other Azure AI Personalizer related development tasks. Not for Azure AI Metrics Advisor (use azure-metrics-advisor), Azure AI Anomaly Detector (use azure-anomaly-detector), Azure Machine","version":2,"lift":{"pass_rate_delta_pts":9.09,"pass_rate_pct":86.4,"total_cases":22,"passed_cases":19,"tokens_delta_pct":27.6,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-17T08:30:21.088088+00:00"},"skill_score":null,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":9.09,"with_pass_pct":86.4,"without_pass_pct":77.3,"tokens_delta_pct":27.6,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":20,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-17T08:30:21.088088+00:00","run_id":"77c41968-72df-4135-9c49-2714d1d3e917","version_number":1,"is_latest_version":false,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":null,"content_status":"clean","indexable":true},"license":"CC-BY-4.0","install_count":0,"manifest_hash":"e2d98e10eb52b4c97cb289515a904dbaa622fef3ffe2823568e0564c7cff9115","raw_url":"https://app.decimal.ai/s/microsoftdocs-azure-personalizer/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/microsoftdocs-azure-personalizer"}