.. meta:: :description: Developer guides for Neuron Agentic Development skills. Deep dives on model porting, equivalence validation, and NKI kernel workflows. :keywords: Neuron Agentic Development, developer guides, autoport, equivalence, deep dive :date-modified: 2026-08-13 .. _neuron-agentic-dev-guides: ================ Developer Guides ================ These guides explain how Neuron Agentic Development skills work internally. Read them to understand the architecture, decision logic, and validation strategies that the agents use under the hood. .. toctree:: :maxdepth: 1 :hidden: Autoport NxDI Deep Dive Autoport vLLM Neuron Deep Dive Equivalence Validation Deep Dive .. grid:: 1 :gutter: 3 .. grid-item-card:: Deep dive: Port HuggingFace models to Neuron with the Autoport skill :link: /tools/neuron-agentic-development/developer_guides/neuron-framework-autoport :link-type: doc How the Autoport skill analyzes model architectures, generates NxD Inference implementations, compiles to NEFF, and validates accuracy against the original model. .. grid-item-card:: Deep dive: Port GPU-compatible models to the vLLM Neuron backend with the Autoport skill :link: /tools/neuron-agentic-development/developer_guides/neuron-framework-autoport-vllm-neuron :link-type: doc How the Autoport vLLM Neuron skill researches model architectures, generates vLLM Neuron implementations for the Trainium2 backend, registers them, and validates logits and equivalence against the GPU-compatible reference implementation. .. grid-item-card:: Deep dive: Validate model ports with the Equivalence skill :link: /tools/neuron-agentic-development/developer_guides/neuron-framework-equivalence :link-type: doc How the Equivalence skill compares numerical output between a reference model and its port. Covers both NxD Inference and vLLM Neuron targets.