aws-neuron/neuron-agentic-development
Agent Claude Code
Autonomous agent for porting HuggingFace models to NeuronX Distributed Inference (NXDI) for AWS Trainium/Inferentia hardware. Accepts model parameters and executes the full porting workflow: knowledge base analysis, architecture analysis, implementation, compilation, inference testing, and validation. Context: User…
aws-neuron/neuron-agentic-development
Agent Claude Code
Autonomous agent for porting HuggingFace models to the vLLM-Neuron Trainium2 backend. Accepts a model name and HuggingFace model ID, then executes the full porting workflow: architecture research, code generation, model registration, and validation. Context: User wants to port Yi to vLLM-Neuron user: "Port yi…
aws-neuron/neuron-agentic-development
Agent Claude Code
Verify functional equivalence between a source (reference) and target (ported) model implementation using the 8-stage equivalence pipeline. Covers model tree comparison, component-level R-ratio testing, E2E logit comparison, distributional checks, and downstream evaluation. Use when porting models between frameworks…
aws-neuron/neuron-agentic-development
Agent Claude Code
Unified NKI kernel development agent. CRITICAL: Before writing any NKI code, read the language constraint reference at skills/neuron-nki-writing/references/nki-language-constraint.md for the required API patterns and reference kernel template. Context: Kernel won't compile user: "Fix these compilation errors in my…
aws-neuron/neuron-agentic-development
Agent Claude Code
Use this agent for autonomously debugging and fixing NKI kernel compilation errors. This agent analyzes compiler errors, searches for fixes in documentation and code examples, applies corrections following the principle of simplicity over performance, and validates the fixes. Context: User has a kernel with…
aws-neuron/neuron-agentic-development
Agent Claude Code
Profile and analyze NKI kernels on Neuron hardware. Captures execution traces, ingests profiles, computes performance bounds, identifies bottleneck engines, and runs investigations to localize inefficiencies to NKI source lines. Context: User wants end-to-end profiling and analysis user: "Profile and analyze my matmul…
aws-neuron/neuron-agentic-development
Agent Claude Code
Use this agent for writing new NKI kernels or modifying existing ones. Handles translation from PyTorch/NumPy/natural language, adding shape/dtype support, refactoring tiling strategies, and implementing new features in NKI code. Follows Beta 2 API patterns. Context: User has PyTorch code and wants NKI version user…
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…
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