ai-feedback-loops SKILL.md skillA
ai-feedback-loops 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-feedback-loops@git:20260731.5f0a41ePins git:20260731.5f0a41e 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-feedback-loops/SKILL.md- Versions recorded
- 3
- Latest version
- git:20260731.5f0a41e, committed Jul 31, 2026
- First version recorded
- Apr 3, 2026
- Size
- 9,515 bytes
- Repository stars
- 3
- License
- MIT
Design feedback mechanisms that help AI systems learn from users - thumbs up/down, preference ranking, corrections, and human-in-the-loop escalation. Use when: RLHF UX, user feedback for AI, thumbs up down design, AI correction flow, human in the loop, feedback signal design, AI improvement loops.
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 Feedback Loops Design feedback mechanisms that simultaneously improve the AI model AND improve the user's experience of giving feedback. The SIGNAL framework ensures feedback is low-friction, high-quality, and genuinely acted upon. ## Core Principle Feedback is a **transaction.** Users invest effort (reporting an error, rating an output, explaining what's wrong). If they never see a return on that investment, they stop giving feedback. Design feedback loops that close - where users can see that their input made a difference. --- ## The SIGNAL Framework | Letter | Principle | Design Question | |---|---|---| | **S** | Surface the Moment | Is feedback offered at the exact moment the user has an opinion? | | **I** | Incentivize Honestly | Does the feedback design encourage genuine assessment, not just positive ratings? | | **G** | Graduate the Effort | Can users give 1-second feedback OR 1-minute feedback, depending on their willingness? | | **N** | Narrate the Impact | Can users see how their feedback improved the system? | | **A** | Aggregate Intelligently | Is individual feedback combined into actionable patterns, not just counted? | …
Read the whole file at its exact version.
How to install
mdr add varunk130/ai-ux-skill-library/ai-feedback-loops@sha256:cf8eb26959cc8b81The line at the top of this page pins the label git:20260731.5f0a41e, 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_6evvhife5inajlku)
2 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:20260731.5f0a41e latest | 2026-07-31 | 5f0a41e | 9,515 B | A | view · diff |
| git:20260522.334c3db | 2026-05-22 | 334c3db | 9,515 B | A | view · diff |
| git:20260403.b118c06 | 2026-04-03 | b118c06 | 9,533 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 (9515 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_6evvhife5inajlku GET https://markdownregistry.com/api/v1/resolve?ref=varunk130/ai-ux-skill-library/ai-feedback-loops GET https://markdownregistry.com/api/v1/blob/cf8eb26959cc8b811bf5cc6b023d558e2f2ec518402da0fee1347325bb13b0bd
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.