New paper: "Gauge-Invariant Diagnostics for Hidden Representational Structure in Transformer Language Models" Can a transformer hide internal state that doesn't show up in its output distribution? I formalize this using fiber bundle geometry and test it on Phi-2. Result: no. The setup: if a model's internal activations form a fiber bundle over its output distributions, there could be "holonomy" -- the model traverses different internal paths but arrives at the same output, with hidden residual structure. I define four falsifiable criteria and test all of them. All negative. Outputs never converge enough for the holonomy gate to trigger. Path information is retained at 100% accuracy at every layer -- never compressed. Scrubbing path info from activations changes output logits -- the model uses it. No hidden structure. What looks like "processing depth" in mid-layer divergence profiles is largely explained by token recency, not semantic abstraction. This matters for anyone interpreting layer-wise activation patterns. Along the way I propose a three-tier gauge-invariance classification for interpretability metrics. If your metric changes under a basis rotation, it's not measuring the computation. A lot of published geometric findings in interp fail this test. Paper: github.com/anderswrk/represe… Full code, results, and plots: github.com/anderswrk/represe… Looking for an arXiv cs.LG endorsement — DM me if you can help.

Holiday mode on. Websites still getting built. Kliv’s doing the work. 🎄🏝️ #Kliv #WebDesign #NoCode

Baby KLIV building a website with KLIV.DEV. #KLIV #AI #BabyTech #NoCode #BuildByChat

Think building apps is hard? It used to be.

My name is KLIV. I can build it all by myself. #Kliv #BuildByChat #AIBuilding #NoCode #WebApps #StartupLife

If you dream in JavaScript, geek out over AI, love building awesome web apps, and want to create by just chatting—welcome to Kliv #Kliv #VibeCoding #AICoding #BuildByChat #JavaScript

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🌐 HTML is 32 years old 🎨 CSS is 29 years old 📜 JavaScript is 30 years old 🤖 OpenAI is 10 years old ☕ Java is 30 years old 🐘 PostgreSQL is 28 years old ⚛️ ReactJS is 12 years old 🐍 Python is 34 years old 🧑‍💻 Git is 20 years old 🐙 GitHub is 17 years old 🦄 MySQL is 30 years old 🖼️ Photoshop is 35 years old Kliv can do it all — and it’s just a 4-month-old baby. #Kliv #KlivAI #BabyKliv #BuildWithAI #NoCode

Think building an app breaks the bank? With Kliv you can do it for free. no coding needed! Our users do it every day and here’s exactly how you can too.

To those working on their startups on nights and weekends like we do: Kliv sees you. And we can't wait to see what you're building.

AI will replace paperwork. AI will replace commutes. AI will replace busywork. AI will replace endless meetings. AI will replace drudgery. All of these things are going to happen and it will be great.

AI is changing the game—don’t get left behind. Build your own apps & websites just by chatting. No coding needed. Try it now with Kliv before everyone else does!

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気づいたらサイトが完成。クリヴ KlivのAI。 #KlivJapan #web制作 #ノーコード

会話するだけで JS も TS も書き上げる。Kliv Japan はコード生成から編集まで全部自動。 #KlivJapan #web制作 #AI

スウェーデン発AIプラットフォーム Kliv が朝日新聞に掲載されました。 asahi.com/and/pressrelease/1… #AIでWeb制作　#AIビルダー　#Web制作　#エンジニア不要