aws-neuron/neuron-agentic-development

aws-neuron/neuron-agentic-development

Skill Claude Code

Port a HuggingFace model architecture to the vLLM-Neuron Trainium2 backend. Handles architecture research, code generation, and validation.

aws-neuron/neuron-agentic-development

Skill Claude Code

Port a HuggingFace model to NeuronX Distributed Inference for AWS Trainium/Inferentia. Use when the user says "port model", "autoport", "convert to neuron", "compile for trainium", or invokes /neuron-framework-autoport. Handles the full workflow: knowledge base analysis, architecture analysis, NeuronX implementation…

aws-neuron/neuron-agentic-development

Skill Claude CodeCodex

Verifies functional equivalence between two implementations of the same model using a hierarchical 8-stage algorithm. Orchestrates model tree comparison, component-level R-ratio testing, E2E logit comparison, and distributional checks. Use when porting models between frameworks, hardware targets, or precision regimes…

aws-neuron/neuron-agentic-development

Skill Claude Code

This skill guides debugging NKI compilation errors on Neuron hardware. Use when encountering "compiler error on device", "debug NKI kernel", "test kernel on trn2/trn3", "neuronx-cc compilation failed", "validate kernel on hardware", "run kernel on trainium", or asking "how to debug NKI compilation errors on device".

aws-neuron/neuron-agentic-development

Skill Claude Code

Research NKI documentation for API lookups, tutorials, error codes, architecture, and optimization guides. Use when user asks "what does do", "how to do ", "what is error ", "NKI signature", "find NKI tutorial for ", "look up ", or needs any NKI documentation reference.

aws-neuron/neuron-agentic-development

Skill Claude Code

Query and analyze NKI kernel profile data from neuron-explorer parquet files. Supports SQL queries via the neuron-explorer API and Python on parquet for advanced analysis. Works locally on trainium with NEFF/NTFF files on disk. Querying: start neuron-explorer, ingest profiles, run SQL against tables (Summary…

aws-neuron/neuron-agentic-development

Skill Claude Code needs its repo

This skill guides using the cli to generate NKI kernel profiles (NEFF + NTFF pairs) to analyze performance on Neuron hardware. Use when encountering "profile kernel", "capture execution trace", "generate NEFF", "get summary-json", or asking "how to profile NKI kernel".

aws-neuron/neuron-agentic-development

Skill Claude Code

Guide for writing and modifying NKI kernels. Covers new kernel creation from PyTorch/NumPy/natural language, editing existing kernels, adding shape/dtype support, refactoring tiling strategies, and implementing new features in NKI code. Use when user says "write NKI kernel", "convert PyTorch to NKI", "translate numpy…