.. 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: 2026-05-11

.. _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 Deep Dive </tools/neuron-agentic-development/developer_guides/neuron-framework-autoport>
   Equivalence Validation Deep Dive </tools/neuron-agentic-development/developer_guides/neuron-framework-equivalence>

.. 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: Validate equivalence between HuggingFace and NxD Inference models
      :link: /tools/neuron-agentic-development/developer_guides/neuron-framework-equivalence
      :link-type: doc

      How the Equivalence skill compares numerical output between a HuggingFace reference
      model and its ported NxD Inference implementation.