neural-reconstruction SKILL.md skillA
neural-reconstruction from nebius/nebius-physical-ai is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add nebius/nebius-physical-ai/neural-reconstruction@git:20261012.023d14bPins git:20261012.023d14b in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- nebius/nebius-physical-ai
- Path
skills/workflows/neural-reconstruction/SKILL.md- Versions recorded
- 12
- Latest version
- git:20261012.023d14b, committed Oct 12, 2026
- First version recorded
- Aug 2, 2026
- Size
- 41,955 bytes
- Repository stars
- 106
- License
- Apache-2.0
Use when reconstructing real sensor captures into renderable 3D scenes with NVIDIA Omniverse NuRec / the Neural Reconstruction Engine (NRE) on Nebius — COLMAP source conversion to NCore V4, existing NCore V4 input, 3DGUT Gaussian training, renderable USDZ, novel-view rendering, and the Rerun recording the NPA agent displays. Also use when an NCore sequence will not load in NRE, when picking the GPU for a reconstruction, or when changing the nurec workbench tool, CLI, or SkyPilot workflow.
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
# Neural Reconstruction (NuRec / NRE) ## Source And Attribution Adapted from the NVIDIA Omniverse NuRec agent skills at <https://github.com/NVIDIA/nurec-skills> (`skills/nre`, `skills/physical-ai-datasets`, `skills/ncore`) and the NVIDIA NCore data library at <https://github.com/NVIDIA/ncore>. The capability routing table, the easy mix-ups, the safe secret-verification pattern, and several troubleshooting rows below are adapted from the NVIDIA router skill <https://github.com/NVIDIA/skills/tree/main/skills/physical-ai-neural-reconstruction> (Apache-2.0), pinned at commit `0122ea0` (2026-08-01). That skill is a *router*: it never runs anything, it decides which upstream sibling skill answers a question. This skill is the opposite — it is the workbench implementation — so the router's picker table is re-pointed at real `npa workbench nurec` verbs, and each row upstream owns is marked as such rather than reproduced. Copyright (c) 2025-2026 NVIDIA CORPORATION & AFFILIATES. Upstream licenses are Apache-2.0 and CC-BY-4.0. Trademarks (NVIDIA, Omniverse, NuRec, NRE, Isaac Sim, Cosmos) belong to NVIDIA. See `skills/NOTICE-NVIDIA-SKILLS`. …
Read the whole file at its exact version.
How to install
mdr add nebius/nebius-physical-ai/neural-reconstruction@sha256:771ef8258d572451The line at the top of this page pins the label git:20261012.023d14b, 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_7htxvsuaph4yhbr2)
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Versions
The registry has recorded 12 versions of this file, between Aug 2, 2026 and Oct 12, 2026, about one every 6 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261012.023d14b latest | 2026-10-12 | 023d14b | 41,955 B | A | view · diff |
| git:20261010.348449e | 2026-10-10 | 348449e | 38,835 B | A | view · diff |
| git:20261008.1374612 | 2026-10-08 | 1374612 | 38,215 B | A | view · diff |
| git:20261002.bccd515 | 2026-10-02 | bccd515 | 34,476 B | A | view · diff |
| git:20260925.f8c9e4c | 2026-09-25 | f8c9e4c | 31,829 B | A | view · diff |
| git:20260910.48e098a | 2026-09-10 | 48e098a | 30,891 B | A | view · diff |
| git:20260910.7d55694 | 2026-09-10 | 7d55694 | 24,935 B | A | view · diff |
| git:20260909.aa8f31b | 2026-09-09 | aa8f31b | 24,932 B | A | view · diff |
| git:20260906.525ee24 | 2026-09-06 | 525ee24 | 23,916 B | A | view · diff |
| git:20260816.e559cfe | 2026-08-16 | e559cfe | 23,956 B | A | view · diff |
| git:20260803.520ada9 | 2026-08-03 | 520ada9 | 23,782 B | A | view · diff |
| git:20260802.94db9d7 | 2026-08-02 | 94db9d7 | 23,764 B | A | view |
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 (41955 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
nebius/nebius-physical-ai · 106 stars · license Apache-2.0 · pushed 2026-11-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_7htxvsuaph4yhbr2 GET https://markdownregistry.com/api/v1/resolve?ref=nebius/nebius-physical-ai/neural-reconstruction GET https://markdownregistry.com/api/v1/blob/771ef8258d5724515c5c7a2c3fd34ef7c4e505a76a497a5f6eda7fb1d92c5ad2
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.