Individual skill
experimentation-culture-rollout
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.
plugins/LVTD-LLC/skills/skills/experimentation-culture-rollout/SKILL.md
Source commit d780783eba4ecc7c8b9429f95c9362df95f07c61
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Network or broad shell
- Last checked
- Nov 4, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 1,530
- Repository last updated
- Nov 6, 2026
- License
- Apache-2.0
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- ai-coding Repository topic
- awesome Repository topic
- awesome-list Repository topic
- codex Repository topic
- codex-plugins Repository topic
- openai Repository topic
- codex-skill Repository topic
- codex-skills Repository topic
- marketplace Repository topic
- codex-marketplace Repository topic
- engineering Derived category
- data Derived category
- testing Derived category
Declared tags are partial or unavailable.
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
SKILL.mdcore · 3,208 bytesguidelines.mddoc · 1,357 bytesreferences/core/examples.mddoc · 1,316 bytesreferences/core/knowledge.mddoc · 1,902 bytesreferences/core/rules.mddoc · 1,580 bytesworkflows/roll-out-experimentation.mddoc · 1,896 bytes
Read excerpt
# Experimentation Culture Rollout
Use this skill to help teams adopt A/B testing as a normal product and
engineering practice. The focus is organizational change: resistance,
stakeholder trust, rollout sequencing, education, demand generation, and
operating cadence.
## Source Traceability
Primary source: Practical A/B Testing by Leemay Nassery. Guidance is
transformed and paraphrased from chapter 6 lines 4507-5066, with motivation
from the preface lines 270-280 and chapter 1 lines 1019-1078.
## Related Advanced Skills