{"slug":"stas00-ml-engineering","source_name":"stas00/ml-engineering","name":"Stas00/ML Engineering","description":"Field-tested methodology and concrete recipes for training and operating large-scale LLM/VLM/multi-modal models end to end - choosing and benchmarking accelerators, storage and network; SLURM/Kubernetes orchestration; maximizing training throughput and fitting models in memory; diagnosing and surviving training instabilities, NaN/Inf, and hardware/job failures; checkpointing and fault tolerance; inference performance and memory; debugging multi-node/ multi-GPU hangs; and writing/running tests. U","version":1,"lift":{"pass_rate_delta_pts":41.67,"pass_rate_pct":87.5,"total_cases":24,"passed_cases":21,"tokens_delta_pct":387.2,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.8-flash","grading_method":"judged","completed_at":"2026-11-02T20:51:37.771529+00:00"},"skill_score":0.875,"benchmark_models":[{"model":"gemini-3.8-flash","headline":true,"delta_pts":41.67,"with_pass_pct":87.5,"without_pass_pct":45.8,"tokens_delta_pct":387.2,"turns_delta_pct":0,"total_cases":24,"cases_aggregated":24,"verdict":"mixed","never_hurt":false,"completed_at":"2026-11-02T20:51:37.771529+00:00","run_id":"5cfc5258-4419-4b96-a14b-9c89bd582284","latest_attempt":{"id":"5cfc5258-4419-4b96-a14b-9c89bd582284","runner_model":"gemini-3.8-flash","overall_verdict":"mixed","completed_at":"2026-11-02T20:51:37.771529+00:00","gate":null},"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":"CC-BY-SA-4.0","install_count":0,"total_uses":0,"total_users":0,"manifest_hash":"ce5a8e541a203fa7c45dd4c8147a14cc0a82d0c1840b429ff369329134c41192","install_name":"stas00-ml-engineering","version_id":"eb988e7f-4676-474d-931e-14ba33cd11ff","body_sha256":"ce5a8e541a203fa7c45dd4c8147a14cc0a82d0c1840b429ff369329134c41192","render_hash":"feb698bff8310258f1cda320b6e84d0f6af222b2239d5aadfea6f1c7c460484e","raw_url":"https://app.decimal.ai/s/stas00-ml-engineering/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/stas00-ml-engineering"}