himanshuj16/algo-trading-skills · skills/feature-store-for-live-and-backtest-parity/SKILL.md

feature-store-for-live-and-backtest-parity skillA

feature-store-for-live-and-backtest-parity is agent-read markdown (skill) from himanshuj16/algo-trading-skills: Use when a model trains offline on bars and serves online on a stream, and two separate feature code paths would drift apart; one shared computation engine plus a numeric parity check between batch and streaming output..

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

Latest version
mdr add himanshuj16/algo-trading-skills/feature-store-for-live-and-backtest-parity@v1.1.0
Exact content
mdr add himanshuj16/algo-trading-skills/feature-store-for-live-and-backtest-parity@sha256:b86ff08d7b275836

Pin 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_kntweblqjkbp5cfx.svg)](https://markdownregistry.com/a/art_kntweblqjkbp5cfx)

0 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
v1.1.0 latest2026-09-03 8527a51 10,241 BA view · diff
v1.1.02026-09-03 64e8b01 10,238 BA view · diff
v1.1.02026-08-25 7e72405 10,186 BA view · diff
v1.0.02026-08-07 89d1436 3,712 BA view · diff
v1.02026-07-30 dfc60c7 3,710 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (10241 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

GitHub

himanshuj16/algo-trading-skills · 43 stars · license Apache-2.0 · pushed 2026-09-14 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_kntweblqjkbp5cfx
GET https://markdownregistry.com/api/v1/resolve?ref=himanshuj16/algo-trading-skills/feature-store-for-live-and-backtest-parity
GET https://markdownregistry.com/api/v1/blob/b86ff08d7b2758366fe08e89692b821734d5334b0289c3c185f50457e7a0ab21

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.