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Mk 023

ASecurity

Separating users from buyers. Use when the task requires role hypotheses such as personal use, gifting, and purchasing for someone else. Apply this method to the specified inputs and verify the deliverable

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  • Added October 23, 2026
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Scanned October 23, 2026

npx -y skills add backtrue/thinkwithblack-skill --skill mk-023 --agent claude-code

Installs into .claude/skills of the current project.

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SKILL.md
---
name: mk-023
description: "Separating users from buyers. Use when the task requires role hypotheses such as personal use, gifting, and purchasing for someone else. Apply this method to the specified inputs and verify the deliverable"
---

# MK-023 | Separating users from buyers

For a regular chat, upload `packs/mk-023.md`. It includes the shared rules, this method, and required references

## Purpose

This skill delivers: **Role hypotheses such as personal use, gifting, and purchasing for someone else**

Hypotheses are useful but do not establish demographics or market share; do not fabricate interview content or customer experiences

## Required inputs

Provide: Product facts, existing customer data, surveys, or customer-service records

## Method

1. Separate buyer, actual user, gift purchaser and proxy roles; retain directly observed transaction facts
2. A functionally distinctive product can provide a stronger role clue, but check gift, proxy and other-user counterexamples; keep unconfirmed roles as hypotheses
3. Seek survey, service or subsequent-behavior evidence when the role changes the recommendation

## Calculations and interpretation

Treat customer roles and motivations as hypotheses initially; do not establish someone's actual identity from a single purchase behavior

## Required output fields

| Order | Field | How to complete |
|---:|---|---|
| 1 | Hypothesized group | Use source evidence, an intermediate method result, or an explicit unknown; do not invent information |
| 2 | Buying/using role | Use source evidence, an intermediate method result, or an explicit unknown; do not invent information |
| 3 | Trigger situation | Use source evidence, an intermediate method result, or an explicit unknown; do not invent information |
| 4 | Tasks and concerns | Use source evidence, an intermediate method result, or an explicit unknown; do not invent information |
| 5 | Supporting clues | Use source evidence, an intermediate method result, or an explicit unknown; do not invent information |
| 6 | Counterexamples | Use source evidence, an intermediate method result, or an explicit unknown; do not invent information |
| 7 | Items to validate | Use source evidence, an intermediate method result, or an explicit unknown; do not invent information |
| 8 | Suitable message | Use source evidence, an intermediate method result, or an explicit unknown; do not invent information |

## Verification cases

**MK-023-C05 | An order contains maternity and baby products**

Expected: Do not immediately identify the buyer as a mother; separate the buying and using roles

**MK-023-C06 | Different clues support two situations**

Expected: Keep both candidates and request the data that would distinguish them

## Method sources

Source file: Meta廣告學程 105 有轉換是業績擴大的開始

Location: Role

Source basis: extracted from course materials

Source URL: https://docs.google.com/presentation/d/1RzfmYLhPsK23uxqxWbKji2-efsbJPGFs_tMzCRX56BM/edit

English translation of source excerpt:

> The purchase action automatically places the person in a "specific role"

Files in this skill

  • SKILL.md3 KB
  • assets/check-context.py14.6 KB
  • assets/context-contract.json8.9 KB

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