{"slug":"aws-samples-sagemaker-optimize","source_name":"aws-samples/sagemaker-optimize","name":"AWS Samples/Sagemaker Optimize","description":"Find an optimized serving configuration for a model with Amazon SageMaker AI inference recommendations, then deploy it and compare against a baseline benchmark. Covers both config search (best instance + serving knobs) and deep optimization (speculative decoding / EAGLE 3, quantization, kernel tuning). Use when the user asks to optimize, speed up, tune, or get a recommendation for a deployed or to-be-deployed model.","version":1,"lift":{"pass_rate_delta_pts":60.87,"pass_rate_pct":87,"total_cases":23,"passed_cases":20,"tokens_delta_pct":15.5,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-04T12:07:33.540528+00:00"},"skill_score":0.8696,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":60.87,"with_pass_pct":87,"without_pass_pct":26.1,"tokens_delta_pct":15.5,"turns_delta_pct":0,"total_cases":23,"cases_aggregated":22,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-04T12:07:33.540528+00:00","run_id":"e8b68f01-7d4d-42c4-81b0-6320bca77255","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-0","install_count":0,"manifest_hash":"58924cfd9ed556fc11d909003141a0b7f87c49585198ef8a596e7135e0d90e4d","raw_url":"https://app.decimal.ai/s/aws-samples-sagemaker-optimize/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/aws-samples-sagemaker-optimize"}