ai-personalization-ethics SKILL.md skillA
ai-personalization-ethics from varunk130/ai-ux-skill-library is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add varunk130/ai-ux-skill-library/ai-personalization-ethics@git:20260731.2dac556Pins git:20260731.2dac556 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- varunk130/ai-ux-skill-library
- Path
skills/ai-personalization-ethics/SKILL.md- Versions recorded
- 3
- Latest version
- git:20260731.2dac556, committed Jul 31, 2026
- First version recorded
- Apr 3, 2026
- Size
- 8,734 bytes
- Repository stars
- 3
- License
- MIT
Design AI-driven personalization that adapts interfaces to users while respecting privacy, avoiding filter bubbles, and maintaining user agency. Use when: adaptive UI, AI personalization, recommendation UX, filter bubble prevention, privacy personalization balance, algorithmic fairness UX, user preference learning.
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
# AI Personalization & Ethics Design adaptive interfaces that learn from users and improve over time - without crossing into surveillance, manipulation, or exclusion. The ADAPT framework ensures personalization serves the user's interests, not just engagement metrics. ## Core Principle Personalization is not a feature - it is a **power dynamic.** The system knows things about the user that the user may not know about themselves. With that knowledge comes responsibility: personalization must be transparent, controllable, and in service of the user's actual goals, not the platform's engagement targets. --- ## The ADAPT Framework | Letter | Principle | Design Question | |---|---|---| | **A** | Agency Preserved | Can the user see, understand, and override every personalization decision? | | **D** | Data Minimized | Are you collecting only what's necessary, and being transparent about it? | | **A** | Alternatives Accessible | Can the user easily access non-personalized or differently-personalized views? | | **P** | Patterns Not Profiles | Are you personalizing based on behavior patterns, not invasive profiling? | …
Read the whole file at its exact version.
How to install
mdr add varunk130/ai-ux-skill-library/ai-personalization-ethics@sha256:c308421d0befa38dThe line at the top of this page pins the label git:20260731.2dac556, 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_j4vvzc7gkxqy2n7p)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Apr 3, 2026 and Jul 31, 2026, about one every 60 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260731.2dac556 latest | 2026-07-31 | 2dac556 | 8,734 B | A | view · diff |
| git:20260522.334c3db | 2026-05-22 | 334c3db | 8,736 B | A | view · diff |
| git:20260403.b118c06 | 2026-04-03 | b118c06 | 8,754 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (8734 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
varunk130/ai-ux-skill-library · 3 stars · license MIT · pushed 2026-10-04 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_j4vvzc7gkxqy2n7p GET https://markdownregistry.com/api/v1/resolve?ref=varunk130/ai-ux-skill-library/ai-personalization-ethics GET https://markdownregistry.com/api/v1/blob/c308421d0befa38d3b3260293ff10e9423e580d15702cea148abb4e2272b60f6
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.