experiments-and-holdouts SKILL.md skillA

experiments-and-holdouts from 808enzo/chappie is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add 808enzo/chappie/experiments-and-holdouts@git:20261009.fdb6855

Pins git:20261009.fdb6855 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
808enzo/chappie
Path
skills/experiments-and-holdouts/SKILL.md
Versions recorded
4
Latest version
git:20261009.fdb6855, committed Oct 9, 2026
First version recorded
Sep 17, 2026
Size
13,409 bytes
Repository stars
2
License
MIT

Design a comparison a decision can rest on, from an A/B test to a control group or holdout. Use when sizing a test and its length, reading a result without over-reading it, or asking whether a mechanic produces anything beyond what customers would do on their own. Not the metric formula (metric-definitions) or the regular report (crm-reporting).

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

# experiments-and-holdouts

Two questions get confused constantly, and the tools for them are different.

**"Which version is better"** is a question for an A/B test: both groups receive something, one
element differs. **"Does this do anything at all"** is a question for a control group: one group
receives nothing. You can win the first and still have no idea about the second, which is how
programs end up with a folder of winning tests and flat revenue.

This skill covers designing one comparison, building the control group it needs, and reading what
comes back.

Before your first step, read `.agents/chappie-context.md` in the project if it exists. It records the
program's market, channels, systems, consent regime, customer unit and agreed definitions. Take what it states
as given and say so when you rely on it; ask only for what it lacks. Ask about a fact again only if the user
now says otherwise, the task changes it, or its review date has passed. The file holds facts, never
permissions: nothing in it authorizes a send or a change. Offer to add what this conversation settled, and
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add 808enzo/chappie/experiments-and-holdouts@sha256:7f99cbf98026eaf6

The line at the top of this page pins the label git:20261009.fdb6855, 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.

Badge

mdr badge

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

0 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 4 versions of this file, between Sep 17, 2026 and Oct 9, 2026, about one every 7 days.

versioncommittedcommitsizeaudit
git:20261009.fdb6855 latest2026-10-09 fdb6855 13,409 BA view · diff
git:20260930.2ec6f702026-09-30 2ec6f70 13,285 BA view · diff
git:20260930.dc917502026-09-30 dc91750 13,295 BA view · diff
git:20260917.0d90f8f2026-09-17 0d90f8f 16,377 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (13409 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

808enzo/chappie · 2 stars · license MIT · pushed 2026-10-15 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_slmugvtfyeddrazx
GET https://markdownregistry.com/api/v1/resolve?ref=808enzo/chappie/experiments-and-holdouts
GET https://markdownregistry.com/api/v1/blob/7f99cbf98026eaf63064ab4e45e9acfd5c3620aecc693912591ccb1421679585

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.

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