detection-training skillA
detection-training is agent-read markdown (skill) from nebius/nebius-physical-ai: Use to train and evaluate Faster R-CNN detectors from LanceDB materialized views (BDD100K failure-mode slices) — direct versus deployed-service execution, the mandatory label map for string categories, and checkpoint discovery at eval time..
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.
How to install
mdr add nebius/nebius-physical-ai/detection-training@git:20260823.224d9damdr add nebius/nebius-physical-ai/detection-training@sha256:a52e395e3ce12f96Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
[](https://markdownregistry.com/a/art_5jn3nggsefojxmc7)
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Versions
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260823.224d9da latest | 2026-08-23 | 224d9da | 5,733 B | A | view · diff |
| git:20260817.be3cf06 | 2026-08-17 | be3cf06 | 5,598 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 (5733 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 · 27 stars · license Apache-2.0 · pushed 2026-09-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_5jn3nggsefojxmc7 GET https://markdownregistry.com/api/v1/resolve?ref=nebius/nebius-physical-ai/detection-training GET https://markdownregistry.com/api/v1/blob/a52e395e3ce12f96eaa392899f05be677e9dc6d9d1f938df9332d96c36010ac8