activation-aha-moment SKILL.md skillA
activation-aha-moment from vandanaajaydubey111/great-pm is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add vandanaajaydubey111/great-pm/activation-aha-moment@git:20260721.86de099Pins git:20260721.86de099 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- vandanaajaydubey111/great-pm
- Path
skills/activation-aha-moment/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260721.86de099, committed Jul 21, 2026
- Size
- 16,183 bytes
- Repository stars
- 3
- License
- MIT
The statistical method for finding a product's activation/aha moment — the action that, taken early, separates retained users from churned ones (the "kink in the retention curve"). Distinguishes setup-moment vs aha-moment vs habit-moment, and how to find and validate the metric rather than guessing it. Used by analytics-analyst and metrics-architect.
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
> **Provenance.** great-pm-original, authored 2026-05-29, grounded in the
> cited sources (Reforge, Aakash Gupta, Brian Balfour). Host agents:
> analytics-analyst, metrics-architect.
# Activation & the Aha Moment — finding it statistically
Activation is the single highest-leverage point in a consumer funnel:
the moment a user **first experiences the core value** of the product.
Everything downstream — retention, expansion, referral, revenue — is
gated on users reaching it. A product with a leaky activation step
cannot be fixed by pouring more acquisition into the top; you are just
filling a bucket with a hole in it.
The mistake almost everyone makes is **declaring the aha moment by
intuition** ("obviously it's when they invite a teammate") and then
optimizing onboarding toward a guess. The discipline this skill teaches
is the opposite: the aha moment is a number you **find in your data** —
the early action that puts a measurable *kink in the retention curve* —
and then *pressure-test for causation* before you bet the onboarding on
it.
## 1. The three activation states (Reforge)
Activation is not one event; it is a sequence of three distinct states.
…Read the whole file at its exact version.
How to install
mdr add vandanaajaydubey111/great-pm/activation-aha-moment@sha256:e8f00f8b277b17bbThe line at the top of this page pins the label git:20260721.86de099, 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.
[](https://markdownregistry.com/a/art_b4mubummth66hkux)
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Versions
The registry has recorded 1 version of this file, committed on Jul 21, 2026.
Audit of the latest version
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- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
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Source
vandanaajaydubey111/great-pm · 3 stars · license MIT · pushed 2026-09-20 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_b4mubummth66hkux GET https://markdownregistry.com/api/v1/resolve?ref=vandanaajaydubey111/great-pm/activation-aha-moment GET https://markdownregistry.com/api/v1/blob/e8f00f8b277b17bb40febf616d2b750f6ce428f4b252c6ec0545b71d97d704e1
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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