Advanced Guides¶
This section is for users who want implementation-level detail and extension patterns. The pages here are intentionally technical and assume you are already comfortable with the standard user-facing guides.
Use this section when you need to:
inspect or reason about internal data models,
extend compiler behavior,
author custom lowering paths,
profile/diagnose symbolic compilation behavior.
The goal is to help advanced users move from API usage to architecture-level reasoning: understanding not only what works, but why it works and where to intervene safely when extending internals.
Quick links¶
Immutable JAX-native data containers, field kinds, serialisation contracts, and advanced container lifecycle semantics.
Technical documentation of the declarative symbolic operator IR, compiler pipeline, cache/signature model, and extension points.