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README.md

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-Edit this `README.md` markdown file to author your organization card.
+# 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: `[link to Space]` · Write-up: `[link to article]`
+
+- **[Next: Fake-Fast Detector Lite]** — catch “performance theater” (TTFB, cache flags, script bloat) in the wild.  
+  ⮕ Demo: `[link]` · Notes: `[link]`
+
+> 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.*