{"slug":"nvidia-nemo-mbridge-perf-moe-vlm-training","source_name":"nvidia/nemo-mbridge-perf-moe-vlm-training","name":"Nvidia/Nemo Mbridge Perf Moe Vlm Training","description":"Practical guidance for training MoE VLMs in Megatron Bridge. Compares FSDP and 3D-parallel approaches, using rounded lessons from Qwen3-VL, Qwen3-Next, and other multimodal experiments.","version":1,"lift":{"pass_rate_delta_pts":45.45,"pass_rate_pct":95.5,"total_cases":22,"passed_cases":21,"tokens_delta_pct":-9.5,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-12T22:02:15.095093+00:00"},"skill_score":0.9545,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":45.45,"with_pass_pct":95.5,"without_pass_pct":50,"tokens_delta_pct":-9.5,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":21,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-12T22:02:15.095093+00:00","run_id":"fa2017a4-1324-4c49-a7c4-98f6bbc5997a","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":"Apache-2.0","install_count":0,"manifest_hash":"86a5395813e69e48d9c629dc878445a6dc0f3ea068aa271aca8ebb3c1a66942a","raw_url":"https://app.decimal.ai/s/nvidia-nemo-mbridge-perf-moe-vlm-training/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/nvidia-nemo-mbridge-perf-moe-vlm-training"}