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What Is the Fourier Transform?

As we listen to a piece of music, our ears perform a calculation. The high-pitched flutter of the flute, the middle tones of the violin, and the low hum of the double bass fill the air with pressure waves of many different frequencies. When the combined sound wave descends through the ear canal and into the spiral-shaped cochlea, hairs of different lengths resonate to the different pitches, separating the messy signal into buckets of elemental sounds. It took mathematicians until the 19th centu

Understanding Transformers Using a Minimal Example

The internal mechanisms of Transformer Large Language models (LLMs), particularly the flow of information through the layers and the operation of the attention mechanism, can be challenging to follow due to the vast amount of numbers involved. We humans can hardly form a mental model. This article aims to make these workings tangible by providing visualizations of a Transformer's internal state. Utilizing a minimal dataset and a deliberately simplified model, it is possible to follow the model's

What Does will-change In CSS Do?

What Does will-change In CSS Actually Do? I've been using the will-change CSS property for a while now, but I realized I never understood exactly what it does. I knew it was some sort of performance optimization but that's pretty much it. will-change What is will-change? It's a hint to the browser, something along the lines of “hey, I’m about to animate these properties, please get ready.” Browsers may respond by promoting the element to its own GPU compositing layer, pre‑allocating memory,

The history of the Schwartzian Transform (2016)

The History of the Schwartzian Transform The history of the Schwartzian Transform is fascinating, full of intrigue, competing philosophies, and cross-language reluctant cooperation. The Schwartzian Transform is the name applied to a particular implementation of a cached-key sorting algorithm. The first public appearance is probably Randal Schwartz’s Usenet post on December 16, 1994 in response to Ken Brown’s request for help: I’m having trouble sorting on the *last* word of the last field in

Stone–Wales Transformations

Buckminsterfullerene is a molecule shaped like a soccer ball, made of 60 carbon atoms. If one of the bonds between two hexagons rotates, we get a weird mutant version of this molecule: This is an example of a Stone-Wales transformation: a 90° rotation in a so-called ‘π bond’ between carbon atoms. Here’s how it works in graphene: Graphene is a sheet of carbon molecules arranged in hexagons. When they undergo a Stone–Wales transformation, we get a Stone–Wales defect with two pentagons and two he

The great AI agent acceleration: Why enterprise adoption is happening faster than anyone predicted

Want smarter insights in your inbox? Sign up for our weekly newsletters to get only what matters to enterprise AI, data, and security leaders. Subscribe Now The chatter around artificial general intelligence (AGI) may dominate headlines coming from Silicon Valley companies like OpenAI, Meta and xAI, but for enterprise leaders on the ground, the focus is squarely on practical applications and measurable results. At VentureBeat’s recent Transform 2025 event in San Francisco, a clear picture emerg

Lego’s Transforming Soundwave Actually Makes Some Noise

Lego’s returning to Cybertron for its latest big set, but with a twist: after giving us the Autobot leader Optimus Prime and one of his most loyal soldiers in Bumblebee over the past few years, now it’s finally the turn of the Decepticons to get their brick-based glory. Except it’s not who you might have expected to get that early honor. This morning Lego revealed that the first Decepticon joining the ranks of the Transformers line is none other than Soundwave himself. It’s a surprise to not se

The Tradeoffs of SSMs and Transformers

This blog post was adapted from a talk I’ve given a handful of times over the last year. It was meant to be a high-level talk accessible to a fairly broad audience, but hopefully has some interesting insights, opinions, and intuitions around sequence models for the dedicated researchers too. State Space Models Just so we’re on the same page, I’ll start by defining what I mean by a state space model. (This section isn’t strictly necessary to get to the main part of this post though; feel free t

Paramount May Not Be Done With ‘Transformers’ Movies Yet

After 2024’s Transformers One came and went, it’s been a question of whether we’d actually see the Autobots and Decepticons on the big screen. The answer now appears to be “yes,” and not just because Paramount’s still pretending that crossover with G.I. Joe is happening. According to Matt Belloni at Puck News, the studio is spinning up several Transformers movies. One is said to be helmed by One director Josh Cooley, and will be live-action. The other is said to be coming from ex-franchise stew

Catio wins ‘coolest tech’ award at VB Transform 2025

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more Palo Alto-based Catio was awarded “Coolest Technology” at VentureBeat Transform 2025 in San Francisco on Wednesday. Founded in 2023, the company has raised $7 million to date, with a recent $3 million round announced in March. Catio was also a finalist and presented at VB Transform’s Innovation Showcase in 2024. Catio’s AI Copilot for Tec

Nvidia DLSS 4 transformer model exits beta, set to bring improved graphics to more games

Serving tech enthusiasts for over 25 years.TechSpot means tech analysis and advice you can trust Why it matters: Most people think of multi-frame generation when they hear about Nvidia DLSS 4, but the transformer model upgrade in DLSS Super Resolution might be the update's most consequential upgrade. Many games can already benefit from the feature, and it's likely to become the standard across upcoming releases. The latest version of Nvidia's DLSS Super Resolution and Ray Reconstruction SDK, r

The bitter lesson is coming for tokenization

The Bitter Lesson is coming for Tokenization 24 Jun, 2025 a world of LLMs without tokenization is desirable and increasingly possible Published on 24/06/2025 • ⏱️ 29 min read In this post, we highlight the desire to replace tokenization with a general method that better leverages compute and data. We'll see tokenization's role, its fragility and we'll build a case for removing it. After understanding the design space, we'll explore the potential impacts of a recent promising candidate (Byte

The Bitter Lesson is coming for Tokenization

The Bitter Lesson is coming for Tokenization 24 Jun, 2025 a world of LLMs without tokenization is desirable and increasingly possible Published on 24/06/2025 • ⏱️ 29 min read In this post, we highlight the desire to replace tokenization with a general method that better leverages compute and data. We'll see tokenization's role, its fragility and we'll build a case for removing it. After understanding the design space, we'll explore the potential impacts of a recent promising candidate (Byte

Why we’re focusing VB Transform on the agentic revolution – and what’s at stake for enterprise AI leaders

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more Tomorrow in San Francisco, VentureBeat’s Transform 2025 kicks off. For years, this has been the leading independent gathering for enterprise technical decision-makers — the hands-on builders and architects on the front lines of applied AI. Our mission has always been to cut through the hype and focus on the most critical, execution-orient

The MCU Might Be Planning Even More Returning Faces

James Gunn teases the arrival of Superman‘s “Justice Gang”. Don’t expect a sequel to Transformers One. Plus, what’s coming on the next Rick and Morty. To me, my spoilers! The MCU During a recent interview with THR, Karen Gillan only answered “I can’t say, but watch this space” when asked about Nebula’s potential return to the MCU. Thor 5 According to insider Alex Perez, there is “interest” at Marvel to bring Cate Blanchett’s Hela back, likely for scenes set in Valhalla in an upcoming Thor pr