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---
title: README
emoji: 🦀
colorFrom: gray
colorTo: red
sdk: static
pinned: true
license: mit
thumbnail: >-
  https://cdn-uploads.huggingface.co/production/uploads/68c5475a280650936d1586dd/wxFLiCJt_dN0hd0pYUDRv.png
short_description: AI SLop Index - Check Text
---

# VibeAxis

**Receipts, not vibes.** We break AI toys in public—tiny tools, stress-tests, and proof that “looks real” isn’t evidence.

> Writer-engineers shipping small, fast demos; red-teaming LLMs; and building provenance-first UX so performance theater has nowhere to hide.

---

## What we ship

- **Spaces (demos):** quick, client-side prototypes you can poke. If it melts, good—now we know where.  
- **Playbooks:** reproducible tests, failure cases, and “prove-it” pipelines.  
- **Receipts:** posts, write-ups, and teardown notes that link back to the working demo.

---

## Live Spaces (pinned)

- **Slop Index Lite** — on-page slop detector (clichés, hedges, repetition, sentence bloat).  
  _Client-side only. No upload. No storage._  
  ⮕ Demo: https://huggingface.co/spaces/Vibeaxis/Slop-Index-Lite · Write-up: https://vibeaxis.com/the-ai-slop-index-grade-any-page-in-60-seconds/

- **Fake-Fast Detector Lite** — catch “performance theater” (TTFB, cache flags, script bloat) in the wild.  
  ⮕ Demo: https://huggingface.co/spaces/vibeaxis/fake-fast-lite · Notes: https://vibeaxis.com/fake-fast-detector/

> Want to see something specific here? Open a discussion with a short repro or a sketch. Weird edge cases welcome.

---

## How we work (the receipts doctrine)

1. **Prove-it is the default.** If media or claims can’t travel with provenance (device signing / content credentials / chain-of-custody), they travel with a warning label.  
2. **Small > big.** Fast demos beat half-built platforms. Ship, measure, iterate.  
3. **Humans first.** UX over leaderboard cosplay. If it’s not useful under thumb, it’s theater.  
4. **Document failure.** Bad outputs are feature requests in disguise. We publish them.

---

## Contribute / collaborate

- **Issues & ideas:** use Discussions to pitch a micro-demo, submit a failure mode, or request a test.  
- **PRs:** keep them surgical—one feature/fix per PR, with a 60-second demo video or GIF if possible.  
- **Attribution:** we keep model/data/tool credits visible; you should too.

> No spam, no “DM for promo,” no stealth tracking. This is a lab, not a funnel.

---

## Reuse & license

- **Code in Spaces:** MIT unless noted in the Space.  
- **Content (write-ups, docs):** CC BY-SA 4.0 unless otherwise specified.  
- **Third-party assets:** credited and licensed upstream; check each Space’s footer.

---

## Elsewhere

- Site: https://vibeaxis.com  
- GitHub: https://github.com/Vibeaxis 
- dev.to: https://dev.to/viablemedia  
- Reddit: https://www.reddit.com/Radiant_mind33  
- PyPI: https://pypi.org/user/`jban4032`  
- Instagram: https://www.instagram.com/jasonmbann/  
- TikTok: https://www.tiktok.com/@viablemedia

(If you found us through a thread, the deep link you want is probably on the site.)

---

## Contact

Issues/Discussions here are best. For press or collaboration notes: `hello@vibeaxis.com`.

**— VibeAxis**  
*Make the algorithms nervous.*

[![Website](https://img.shields.io/badge/docs-website-blue.svg)](https://slop-index.pages.dev/)