Python guide

Eqiora's Python package is an ergonomic, typed client of the canonical Rust implementation. It does not implement a second model semantics.

Read in this order

1. Modeling and realization explains immutable declarations, spatial support, revisions, and the bounded scalar-elliptic path.
2. Execution, diagnostics, and arrays explains synchronous and awaitable runs, cancellation, NumPy, and DLPack.
3. Differentiation and framework adapters explains the framework-neutral program and bounded PyTorch and JAX projections.
4. The API index links to exact signatures generated from the public type stubs shipped in the wheel.

The boundary to remember

Python exposes a small set of model and execution concepts. Native code owns canonical validation, compilation, execution, differentiation, and structured diagnostics. CPU arrays and device exchange use explicit data-plane contracts; the library does not promise an implicit copy or device transfer.

The repository Python guide is the detailed source of truth. The capability matrix remains authoritative for scope and nonclaims.