Python, interfaces, and reproducibility#

The browser is an exploration surface. The Python package is the existing canonical scientific implementation. The two exchange explicit intent and evidence rather than pretending to be the same runtime.

Start with a working path#

Python quickstart uses the actual repository, public Python entry points, and installed CLI. The public 0.1.1 package is also available from PyPI; repository-only workflows still require an authorized checkout.

From exploration to reproducible computation distinguishes auditing a browser export, making a fresh source acquisition, compiling a canonical Python candidate, verifying a bundle, and admitting a scientific interpretation.

Reference by responsibility#

Responsibility

Reference

Scientific computation and models

Python API reference

Inspecting and verifying artifacts

Command-line reference

Web read service and bounded discovery

Web service and HTTP interfaces

Content-addressed bundles and dependency identity

Artifact identity and evidence bundles

Building, testing, and packaging the product

Development and qualification