ai-error-resilience SKILL.md skillA
ai-error-resilience 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-error-resilience@git:20261002.c25745dPins git:20261002.c25745d 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-error-resilience/SKILL.md- Versions recorded
- 4
- Latest version
- git:20261002.c25745d, committed Oct 2, 2026
- First version recorded
- Apr 3, 2026
- Size
- 9,724 bytes
- Repository stars
- 3
- License
- MIT
Design graceful failure experiences for AI products - hallucinations, uncertainty, wrong outputs, and edge cases. Use when: AI hallucination UX, error handling for AI, uncertainty design, graceful degradation, AI failure recovery, confidence thresholds, safe fallbacks.
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 Error Resilience Design AI products that fail gracefully, communicate uncertainty honestly, and help users recover without losing trust. The RECOVER framework treats AI errors as a design material, not a bug to hide. ## Core Principle Traditional software has bugs. AI has **probabilistic outputs on a spectrum of correctness.** You cannot design AI UX using binary error/success patterns. Instead, design for a continuum: right, mostly right, partially right, uncertain, wrong, and dangerously wrong. --- ## The RECOVER Framework | Letter | Phase | Design Question | |---|---|---| | **R** | Recognize | Can the system detect when its output may be unreliable? | | **E** | Express Uncertainty | Does the interface clearly communicate degrees of confidence to the user? | | **C** | Contain Blast Radius | If the AI is wrong, what's the worst that can happen? How is damage limited? | | **O** | Offer Alternatives | Does the user get a Plan B when Plan A might be wrong? | | **V** | Verify Collaboratively | Can the user easily check, correct, or confirm the AI's output? | | **E** | Evolve from Errors | Does the system learn from this error type to prevent future occurrences? | …
Read the whole file at its exact version.
How to install
mdr add varunk130/ai-ux-skill-library/ai-error-resilience@sha256:0091db31b3eefad7The line at the top of this page pins the label git:20261002.c25745d, 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_aaswb3y33o4ltie7)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Apr 3, 2026 and Oct 2, 2026, about one every 60 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261002.c25745d latest | 2026-10-02 | c25745d | 9,724 B | A | view · diff |
| git:20260731.06a745b | 2026-07-31 | 06a745b | 9,672 B | A | view · diff |
| git:20260522.334c3db | 2026-05-22 | 334c3db | 9,672 B | A | view · diff |
| git:20260403.b118c06 | 2026-04-03 | b118c06 | 9,680 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 (9724 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_aaswb3y33o4ltie7 GET https://markdownregistry.com/api/v1/resolve?ref=varunk130/ai-ux-skill-library/ai-error-resilience GET https://markdownregistry.com/api/v1/blob/0091db31b3eefad75efcb12e5eb4e27b41a6b73c05acd198278a5660bf6b5694
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.