Experimentation Culture Rollout

What it does

When your agent uses it

• Introducing A/B testing to an organization
• Overcoming resistance to experiments
• Shifting teams away from launch-by-opinion
• Increasing experiment demand

Example prompts

• “/experimentation-culture-rollout”

Requirements

• Compatibility (from SKILL.md): Codex, Claude Code, and other Agent Skills-compatible clients.

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

1. 1Identify what resistance is actually about: trust, speed, metrics, ownership,
2. 2Pick a credible first team or product surface.
3. 3Run early tests that answer real stakeholder questions.
4. 4Share results as learning, not just wins.
5. 5Create lightweight templates, office hours, and examples.
6. 6Expand demand through internal proof and repeatable support.

What it can do on your machine

Read from SKILL.md and the folder at commit 3e1456a. It shows what the files ask for, not the result of running them.

• Tool permissions

  Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

  From allowed-tools in the SKILL.md frontmatter.

• Runs code

  No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).

  From the folder's file list and the shell code blocks in SKILL.md.

• Network

  No URLs in SKILL.md.

  From URLs in SKILL.md, links to its own repository left out.

• Credentials

  Names no API keys, tokens, secrets or passwords.

  From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

• Compatibility

  Codex, Claude Code, and other Agent Skills-compatible clients.

  From compatibility in the SKILL.md frontmatter.

Context cost

Experimentation Culture Rollout loads about 802 tokens when it runs, and up to ~2k if it reads all its reference files. Until then it costs about 93 tokens; SKILL.md has 254 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it

~93

When it runs · the whole SKILL.md, loaded when a task matches

~802

With references · SKILL.md plus every file in references/, read only if the agent opens them

~2k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from hashgraph-online/awesome-codex-plugins at commit 3e1456a, republished under its MIT licence (© hashgraph-online). 254 words, ~802 tokens.

name

experimentation-culture-rollout

description

Roll out an experimentation-friendly culture across product, engineering, data, and leadership teams. Use when introducing A/B testing to an organization, overcoming resistance to experiments, shifting teams away from launch-by-opinion, increasing experiment demand, defining rollout tactics, or creating an experimentation adoption plan.

compatibility

Codex, Claude Code, and other Agent Skills-compatible clients.

license

MIT

metadata.version

0.1.0

metadata.displayName

Experimentation Culture Rollout

metadata.category

Product Management

metadata.tags

practical-ab-testing,ab-testing,experimentation,product-culture,change-management

# Experimentation Culture Rollout Plan

## Adoption Goal
[What behavior should change.]

## Current Resistance
| Concern | Who Holds It | Response |
|---------|--------------|----------|

## First Rollout Slice
- Team:
- Product surface:
- First experiment:
- Why this slice:

## Enablement
- Templates:
- Training:
- Office hours:
- Decision cadence:

## Adoption Metrics
| Metric | Target |
|--------|--------|

## Risks
- Cultural:
- Technical:
- Data:

© hashgraph-online, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 5 other files (references) in plugins/LVTD-LLC/skills/skills/experimentation-culture-rollout of hashgraph-online/awesome-codex-plugins.

• SKILL.md
• guidelines.md
• references/core/examples.md
• references/core/knowledge.md
• references/core/rules.md
• workflows/roll-out-experimentation.md

Open the folder on GitHubat commit 3e1456a