Systems Lab

Agent skill

growth-loop-design

Diagnoses whether a product grows through funnels (linear) or loops (compounding), selects the right loop archetype, calculates the k-factor (loop coefficient), and identifies the weakest conversion step to improve.

slowingSelf-containedInstructions only3,303 words

Filed under Onboarding, retention and expansion.

From 0xF4ng/aether-growth-fieldwork · 48 skills · 5 · pushed 2026-07-17

What it does when it runs

Diagnoses whether a product grows through funnels (linear) or loops (compounding), selects the right loop archetype, calculates the k-factor (loop coefficient), and identifies the weakest conversion step to improve. Invoke when the team is deciding which loop archetype to invest in, or when acquisition cost keeps rising despite good retention — the symptom that a funnel needs a loop on top of it. Output is a loop step map, k-factor baseline, and a single experiment targeting the weakest step.

Read from the skill and the 0 files bundled beside it. A skill’s own description is written to be selected by an agent, so it describes the job and not the dependencies.

Keys and connectors you must supply
None found.
Hosts it reaches
No third-party host appears in the skill or its bundled files.
Tool permissions it declares
No allowed-tools in the frontmatter. It only issues instructions, so there is nothing to bound.
Actions present in the files
None. Instructions only.

Ask about growth-loop-design

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Install it

View source on GitHub ↗
git clone --depth 1 --filter=blob:none --sparse https://github.com/0xF4ng/aether-growth-fieldwork.git /tmp/aether-growth-fieldwork
git -C /tmp/aether-growth-fieldwork sparse-checkout set "growth/growth-loop-design"
mkdir -p ~/.claude/skills/growth-loop-design
cp -R "/tmp/aether-growth-fieldwork/growth/growth-loop-design/." ~/.claude/skills/growth-loop-design/

Picked up without a restart. A project skill of the same name is shadowed by your personal one. For one repository only, swap ~/.claude/skills for .claude/skills. Claude Code docs ↗

The folder is the same in every client that implements the format — 46 of them — so if yours is not above, only the destination changes.

The skill

Source on GitHub ↗

The source carries no licence at all, so no permission to redistribute it exists. Everything else on this page is our own reading of the file and is published here; the text of the skill is not, and stays where its author put it.

Other skills for the same job

Different authors, same problem. Matched on the words in the skill name, across every library in the catalogue except this one.

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This page tells you what growth-loop-design does and what it needs. Cheetah builds the agent setup it runs inside: data, CRM, sequencing and the guardrails.

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