Individual skill
setup-genie3-remote-tool
Set up, launch, validate, and troubleshoot the Genie 3 ToolUniverse remote tool and optionally relay it through ToolUniverse Connect. Use when deploying or auditing this implementation.
skills/setup-genie3-remote-tool/SKILL.md
Source commit 5598a9fc97e32964fe9b703818e7d0747142f179
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Not checked yet
- Last checked
- Nov 5, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 1,779
- Repository last updated
- Nov 8, 2026
- License
- Apache-2.0
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- agents Repository topic
- reasoning-agent Repository topic
- reasoning-language-models Repository topic
- tool-use Repository topic
- ai-agents Repository topic
- ai-scientists Repository topic
- automated-science Repository topic
- co-pilot Repository topic
- co-scientist Repository topic
- ai-for-science Repository topic
- engineering Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
SKILL.mdcore · 12,679 bytesSKILL.mdcore · 12,679 bytesSKILL.mdcore · 12,679 bytesSKILL.mdcore · 12,679 bytesSKILL.mdcore · 12,679 bytesSKILL.mdcore · 12,679 bytesSKILL.mdcore · 12,679 bytesSKILL.mdcore · 12,679 bytesSKILL.mdcore · 12,679 bytesSKILL.mdcore · 12,679 bytesSKILL.mdcore · 12,679 bytesSKILL.mdcore · 12,679 bytes
Read excerpt
# Set up Genie 3 as a remote tool
> Validation status (2026-10-01): Genie 3 ran on the NVIDIA GB10 (aarch64, cc 12.1) under the optimization kit's `exact` mode, all nine levers. **It is the only provider here where residency has been shown not to change the output**: four consecutive identical requests in one held worker produced BYTE-IDENTICAL PDB files (sha256 over every file, 9.8 s then 0.8 s each), because the worker snapshots and restores four RNG generator states to emulate the kit's own "one process per request" contract. 12x warm with that contract intact. Ladder 0.31 / 0.61 / 1.28 / 2.82 GiB at 100 / 200 / 400 / 670 tokens, 4.84 at 670x2 — **the cheapest generative provider here by an order of magnitude** against RFdiffusion3's 12.49 and ESMFold2's 25.28. Two operational cautions. (1) Upstream can build exactly ONE sampling config per process: its `default_config` is a module-level mutable holding `FieldReference` objects, so the second distinct request raises unless the worker resets it — which this one does. Four identical requests cannot catch that, because a held engine is built once. (2) On unified memory the kit's capacity guard reads `total - free` from `cudaMemGetInfo`, which is SYSTEM-WIDE, so a co-tenant preallocating the card makes this provider refuse batches a hundredth of its size. Expect refusals rather than slowdowns when co-scheduling. Public publication, cross-user isolation, concurrency, recovery and design 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