aws-neuron/neuron-agentic-development
Skill Claude CodeCodex
Reference for the neuron-explorer profile schema (the parquet tables produced when neuron-explorer view/ingest processes a profile). Use when the user asks "what tables are in the profile", "what fields are in ", "where does this field come from", "where can I find matmul/source-line info in the schema", or wants to…
aws-neuron/neuron-agentic-development
Skill Claude CodeCodex
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 CodeCodex
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 CodeCodex
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 CodeCodex
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 CodeCodex
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 CodeCodex
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 CodeCodex
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…