Skill rating

Code style and quality rules for NeMo AutoModel — ruff configuration, naming conventions, type hints, docstrings, copyright headers, and the code review checklist. Use when writing or reviewing code f

Guide for selecting and configuring distributed training strategies in NeMo AutoModel, including FSDP2, Megatron FSDP, DDP, and parallelism settings. Use when adding or modifying distributed training

Verify numerical parity between NeMo AutoModel implementations and reference HuggingFace models, including state dict and forward-pass checks. Use when verifying numerical correctness of a new or modi

Configure NeMo AutoModel job launches for interactive runs, Slurm clusters, and SkyPilot cloud execution. Use when configuring Slurm or SkyPilot job submission, setting up multi-node launch scripts, d

Testing reference for NeMo AutoModel — unit and functional test layout, tier semantics (L0/L1/L2), running tests locally, adding or disabling tests, and pytest conventions. Use when adding, running, o

CI/CD reference for NeMo AutoModel — pipeline structure, commit and PR workflow, CI failure investigation, and common failure patterns. Use when investigating a CI failure, understanding the pipeline

Dev environment setup for NeMo AutoModel — container-based development, uv package management, installation options, environment variables, and common build pitfalls. Use when setting up a dev environ

Create and modify NeMo AutoModel training and evaluation recipes, including YAML structure, builders, and execution flow. Use when creating or modifying training, SFT, or eval recipes, adding new YAML

Maintain the NeMo AutoModel Fern docs site under docs/ (MDX content) + docs/fern/ (infra) — add, update, move, or remove pages; manage redirects, slugs, navigation, and version aliases; run validation

Guide for onboarding new model architectures into NeMo AutoModel, including architecture discovery, implementation patterns, registration, and validation. Use when adding or modifying model architectu

Repository review rubric for the formal /review command.