skills.rest
aws-neuronaws-neuronOfficial·5 Agent Skills Included

neuron-agentic-development

NKI kernel development, profiling, and model porting for AWS Trainium

Writes, debugs, and profiles NKI kernels on AWS Trainium and Inferentia hardware. Ports HuggingFace GPU models to NeuronX Distributed Inference and vLLM-Neuron with automated compilation, inference testing, and 95% token-match validation. Verifies functional equivalence between model implementations and analyzes kernel performance bottlenecks down to source lines.
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npx skills add aws-neuron/neuron-agentic-development --all -g -y

All Skills in This Repository (5)

Pure Emerald Level Indicators
📦 In Repo
aws-neuronaws-neuron

neuron-nki-profiling

Profile NKI kernels on AWS Neuron hardware and extract JSON metrics and traces.

Official
Intermediate
📦 In Repo
aws-neuronaws-neuron

neuron-nki-profile-querying

Analyzes AWS Neuron kernel profiles via SQL and Python operations.

Official
Intermediate
📦 In Repo
aws-neuronaws-neuron

neuron-nki-docs

Document NKI kernel development, optimization, and deployment on AWS Neuron hardware.

Official
Advanced
📦 In Repo
aws-neuronaws-neuron

neuron-nki-debugging

Diagnose and fix Neuron Kernel Intermediate (NKI) compilation issues.

Official
Intermediate
📦 In Repo
aws-neuronaws-neuron

neuron-nki-writing

Create and edit NKI-compatible kernels with structured layout and tiling.

Official
Advanced

Frequently Asked Questions

FAQPage Schema
How to install neuron-agentic-development?▼

Run `npx skills add aws-neuron/neuron-agentic-development --all -g -y` in your terminal to install all skills globally.

How to port a HuggingFace model to AWS Trainium?▼

The neuron-framework-autoport skill handles the full workflow: architecture analysis, NeuronX implementation, compilation, inference testing, and accuracy validation with a 95% token-match gate.

How to profile NKI kernel performance?▼

The profiling skills capture execution traces with neuron-explorer, compute performance bounds, identify bottleneck engines, and localize inefficiencies to specific NKI source lines.

Does it work with Claude Code and Kiro?▼

Yes. The package includes deploy commands for both Claude and Kiro, and all skills follow the standard SKILL.md format compatible with major coding agents.

Do I need Trainium hardware to use these skills?▼

Profiling and on-device debugging require actual Trainium or Inferentia hardware, but kernel writing, documentation lookup, and dry-run porting analysis work without it.

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