concept-drift-vs-staleness-differentiation skillA
concept-drift-vs-staleness-differentiation is agent-read markdown (skill) from himanshuj16/algo-trading-skills: Use when a live signal degrades and you must decide what to fix, separating concept drift in the conditional relationship, covariate shift in the feature distribution, and plain data staleness, since each calls for a different remedy..
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 himanshuj16/algo-trading-skills/concept-drift-vs-staleness-differentiation@v2.0.0mdr add himanshuj16/algo-trading-skills/concept-drift-vs-staleness-differentiation@sha256:6387d7eb4d615a82Pin 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_fnmaxy6ssrwiy6se)
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Versions
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v2.0.0 latest | 2026-09-03 | 8527a51 | 9,863 B | A | view · diff |
| v2.0.0 | 2026-08-22 | 3ed130d | 9,829 B | A | view · diff |
| v1.0.0 | 2026-08-07 | 89d1436 | 3,862 B | A | view · diff |
| v1.0.0 | 2026-07-30 | dfc60c7 | 3,862 B | A | view · diff |
| v1.0.0 | 2026-07-26 | 0100af1 | 3,877 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 (9863 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
himanshuj16/algo-trading-skills · 2 stars · license Apache-2.0 · pushed 2026-09-07 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_fnmaxy6ssrwiy6se GET https://markdownregistry.com/api/v1/resolve?ref=himanshuj16/algo-trading-skills/concept-drift-vs-staleness-differentiation GET https://markdownregistry.com/api/v1/blob/6387d7eb4d615a82d4f3557ccadc8282ba4659a189afe9a369c4e510fda07947