In my opinion it is. I’ve been in crypto since 2017 and seen all of it. This time is the first time in almost 10 years that it’s been so long for crypto to become mainstream without becoming, that I think the hype over the technology is over. Btc will probably be around for a very long time and it has a solid use case. The alts though, has now been diminished to stablecoins, prediction markets, tokenized assets, gaming maybe, and some other real use cases. This does not translate to the value of respective chain/layer 2, see Polygon. The time when retail could become rich from it I believe is over. When institutions, governments, stock exchanges etc is fully involved in som way, the complete “buy the rumors, sell the news” has ended. Does this post mark the bottom? I hope so. Because I still have way too much crypto left, but for me I will let it lie there and stake for years if necessary. Luckily I exited a lot last year. I want a serious discussion about what you think about this. submitted by /u/Big_Research5671 [link] [Kommentare]
https://preview.redd.it/wepjpyo2oj5h1.png?width=1288&format=png&auto=webp&s=4c1e037e4de37998ec007004d65c70158a1d90f8 Ich spiele aktuell Warera.io und suche Mitspieler aus der deutschen Community. Im Spiel ist aktuell eine Situation entstanden, in der Deutschland zunehmend unter Druck gerät. Gleichzeitig stehen wir starken Gegnern gegenüber, die im Spielverlauf deutlich aktiver und besser organisiert sind. Aktuell ist Deutschland von Frankreich besetzt mit Hilfe der Ägypter. Deshalb suche ich Spieler, die sich einmal am Tag kurz einloggen, um etwas Schaden zu machen und das Team zu unterstützen. Das ist im Grunde Genommen das ganze Spielprinzip. Es geht dabei wirklich nicht um großen Zeitaufwand ein paar Minuten reichen bereits aus. Es ist ein einfaches Browsergame ohne p2w ohne Werbung. Hat extrem viel von r/places Da jeder hier Artikel schreiben kann m spiel ist das im Grunde genommen fast nur ein Meme-War. Gute Unterhaltung. Kämpfen wir gegen die Italiener dann posten wir in Artikeln z.b. zerbrochene Spaghetti ^^ Nur um mal so die community zu beschreiben. Aktuell sind wir von den Franzosen besetzt und von den Dänen, wie man im Bild sieht. Befreundet sind wir in der so genannten B.E.E.R Koalition mit Schweden, Britten, Irländern, Finnen, und Norwegern. Wir planen aktuell unser Aufstieg und die Wiedererlangung der Suverän.... meh wir machen den Aufstand... Was ich noch sagen kann: Kein p2w niemals, das hat sich der Entwickler auf die Fahne geschrieben Nirgendswo Werbung Keine Kosten Riesig deutsche Community. Memes Comics. Clips.. usw.... Es ist einfach nur ein Länderkampf. Und früher oder später gewinnen wir. Hoffentlich. Aber dafür bruachen wir jeden Deutschen. submitted by /u/Rio1339 [link] [Kommentare]
Microsoft has filed a patent for a built-in Windows toggle that lets users control, pause, and manage AI data collection. Here's what it means for your privacy.
Excited to share some of my own work here :) KVarN is our new KV-Cache quantization method. In very brief, we combine Hadamard rotations with variance-normalization on both axes of the K and V matrices, then round to nearest. Simple, but works very well, especially for decode-heavy test-time-scaling settings (reasoning, code-gen, agentics). We get 3-4x compression at virtually no accuracy drop (mostly 0-1%) on tough benchmarks like AIME24 as well as a speed-up over fp16 baseline in vLLM (in contrast to other recent KV-Cache compression works). Behind it is an analysis of where quantization errors come from and have the biggest impact, especially in the error-accumulating decode setting: 1) fixing large errors is disproportionally useful (if you had a fixed MSE budget that you could ~fix, you should spend it on few big errors, rather than many small) 2) These big errors are mostly caused by bad token-scales (hence the normalization). Paper: vLLM implementation: https://github.com/huawei-csl/KVarN submitted by /u/intentionallyBlue [link] [Kommentare]
Most explanations of TPUs and systolic arrays are either hand-wavy diagrams or papers. I wanted to see the thing actually run, so I built it. TinyTPU is a 4×4 weight-stationary systolic array in real SystemVerilog, compiled to WebAssembly, with a step-by-step browser visualization. You enter two matrices, hit run, and watch the actual hardware execute: weights loading into PEs, matrix A streaming in diagonally (the "skew" that makes systolic arrays work), partial sums accumulating down the grid, results draining from the bottom. It has three levels: L1 - isolate a single MAC cell, watch one multiply-accumulate happen L2 - the full 4×4 array executing a real matmul L3 - tiling: what happens when your matrix is bigger than the hardware Nothing on screen is faked. The visualization reads state directly from compiled RTL. If you're trying to understand how matrix multiply maps to hardware why TPUs are efficient, what "weight-stationary" actually means, why the diagonal stagger exists this might click it for you in a way papers don't. Repo: tiny-tpu Live demo: Live If this project interests you please do star the repo, if you find something needs improving open a PR, I hope ya'll check this out and give me some feedback 🙏 submitted by /u/Horror-Flamingo-2150 [link] [Kommentare]
Build dynamic workflows from simple HTTP stages. Schedule execution, persist state, inspect every stage, and control workflows from the web or API.
Nine banks have been offered access to GPT 5.5 Cyber, as fierce rival Anthropic has blocked previews of its tool.