cuequivariance-jax SKILL.md skillA
This file is byte-identical to the first copy the registry indexed, one of 3 indexed copies. Same content hash, so the same checks give both the same grade.
cuequivariance-jax from nvidia-bionemo/bionemo-agent-toolkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add nvidia-bionemo/bionemo-agent-toolkit/cuequivariance-jax@git:20261105.dbff972Pins git:20261105.dbff972 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- nvidia-bionemo/bionemo-agent-toolkit
- Path
library-skills/cuequivariance-jax/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261105.dbff972, committed Nov 5, 2026
- Size
- 19,352 bytes
- Repository stars
- 503
- License
- a license file GitHub does not identify
Use when writing or debugging cuEquivariance JAX polynomials, irrep dictionaries, Flax NNX layers, or CPU/CUDA execution and layouts.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# cuEquivariance in JAX ## Purpose Execute `cuequivariance` (`cue`) descriptors with `cuequivariance_jax` (`cuex`). Preserve the project's framework and devices. Custom representations use core `cuequivariance`; PyTorch modules use `cuequivariance_torch`. ## Inputs Required inputs: operation, SO3/O3 irreps, layout, batch shapes, dtype, device, and weight ownership. Derive them from the request/code; state defaults. Graphs also need indices and destination count. Operand sizes/output irreps come from descriptors. Optional inputs: backend/performance preferences. ## Instructions 1. Probe the project interpreter once and reuse working packages. **Environment setup/recovery must not recursively delete directories**, including temporary environments. Use a fresh unique path when isolation is needed. 2. Select `method="naive"` for CPU; Flax is needed only for NNX. High-level dictionary blocks are `(..., mul, ir.dim)`; uniform CUDA arrays differ. 3. Adapt one matching recipe into a script. Build descriptors outside transformed functions, broadcast leading input axes, and enable x64 **before array creation** for float64 checks. …
Read the whole file at its exact version.
How to install
mdr add nvidia-bionemo/bionemo-agent-toolkit/cuequivariance-jax@sha256:59273471279715c2The line at the top of this page pins the label git:20261105.dbff972, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_yv53fph6czasjglj)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Nov 5, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (19352 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
nvidia-bionemo/bionemo-agent-toolkit · 503 stars · license a license file GitHub does not identify · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_yv53fph6czasjglj GET https://markdownregistry.com/api/v1/resolve?ref=nvidia-bionemo/bionemo-agent-toolkit/cuequivariance-jax GET https://markdownregistry.com/api/v1/blob/59273471279715c22098fe71801d3abd0ecc8dadc294cc960689d1777596180c
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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