Set up Tangram as a remote tool

Validation status (2026-08-16): Tangram dependencies, loopback discovery, and a bounded five-epoch single-cell/spatial mapping call passed with normalized proportions across 72 spots. Public publication, cross-user isolation, production epochs, representative accuracy, broad concurrency, and recovery remain incomplete. Authenticated private Platform import and owner testing passed on 2026-08-16; public publication and independent-caller authorization/isolation remain untested.

Prerequisites

• Run from the ToolUniverse repository root on Linux with Python 3.12.3.
• GPU recommended for training; CPU only for tiny tests.
• Keep provider data, weights, caches, and credentials outside Git.
• Bind to loopback. A non-loopback bind requires TOOLUNIVERSE_API_TOKEN; never put it in arguments or results.

Run the standard-library contract check before downloading large dependencies:

python scripts/remote_validation/setup_skill_preflight.py --implementation tangram