backtest-determinism-and-reproducibility skillA
backtest-determinism-and-reproducibility is agent-read markdown (skill) from himanshuj16/algo-trading-skills: Use when identical backtest code and data produce different P&L or Sharpe across runs, making optimisation untrustworthy: deterministic seeding, strict input sort order, a simulated clock replacing wall-clock reads, and run-to-run divergence detection..
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/backtest-determinism-and-reproducibility@v2.0.0mdr add himanshuj16/algo-trading-skills/backtest-determinism-and-reproducibility@sha256:18abbeaf1c3a9a9aPin 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_gknvpcvflepgbd3b)
0 badge views in 30 days
Versions
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v2.0.0 latest | 2026-09-03 | 8527a51 | 7,790 B | A | view · diff |
| v2.0.0 | 2026-09-03 | 64e8b01 | 7,761 B | A | view · diff |
| v2.0.0 | 2026-08-13 | 097e217 | 7,720 B | A | view · diff |
| v1.0.0 | 2026-08-07 | 89d1436 | 3,236 B | A | view · diff |
| v1.0 | 2026-07-30 | dfc60c7 | 3,234 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 (7790 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 2026-09-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_gknvpcvflepgbd3b GET https://markdownregistry.com/api/v1/resolve?ref=himanshuj16/algo-trading-skills/backtest-determinism-and-reproducibility GET https://markdownregistry.com/api/v1/blob/18abbeaf1c3a9a9ad8d5c156136e3fa6c64cf0cf908e63d34134c334c4150980