Individual skill
setup-esmc-remote-tool
Set up, launch, validate, and troubleshoot the ESM Cambrian ToolUniverse remote tool and optionally relay it through ToolUniverse Connect. Use when deploying or auditing this implementation.
skills/setup-esmc-remote-tool/SKILL.md
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- Last checked
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# Set up ESM Cambrian as a remote tool
> Validation status (2026-10-01): ESM Cambrian 6B ran on the NVIDIA GB10 (aarch64, cc 12.1) with the optimization kit **OFF** -- stock ESM C, a supported mode of the kit and not a workaround. `exact` is not reachable on this card: its `fused` lever needs flash-attn, which publishes no aarch64 wheel, and this kit refuses to load at all rather than degrade ("a mode is all of its levers"). Verified on FOUR CONSECUTIVE IDENTICAL REQUESTS in one held worker: build 141.7 s, then forwards of 0.69 / 0.076 / 0.074 / 0.074 s at a flat 24.07 GiB peak reserved. That ratio is the point of this deployment -- a per-request process spends 141.7 s reading 23.7 GiB of weights to do 0.076 s of work. Peak is nearly flat in length (28.75 GiB at 1600 residues, 1.19x the 100-residue figure), because the constant 6B parameter term dominates. Public publication, cross-user isolation, concurrency, recovery and embedding quality are untested; keep this deployment private.
## Prerequisites
- Run from the ToolUniverse repository root on Linux with Python 3.12.3.
- A CUDA GPU is required. This provider holds its model resident between requests; CPU is not a target.
- 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:
~~~bash