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Demystifying Multi-Modal AI

Artificial Intelligence has come a long way in understanding language, recognizing images, and interpreting sound—but what happens when it can do all of that at once? That’s where Multi-Modal AI steps in: a new frontier where machines learn to process and combine information from different types of input—like text, images, audio, and video—just as humans do. What Is Multi-Modal AI? Multi-modal AI refers to systems that can understand and reason across multiple forms of data. For example, a sin

Topics: ai data like modal multi

The first Snapdragon G3 Gen 3 handheld is here, complete with a shocking 10,000mAh battery

AYANEO TL;DR The AYANEO Pocket S2 is the first device with a Snapdragon G3 Gen 3 chipset. The standard model has a 8,000mAh battery, with the Pro model upping that to 10,000mAh. It’s available for pre-order now, with shipping expected to start at the end of July. AYANEO is the most boutique brand when it comes to Android gaming handhelds, and its latest release doesn’t pull any punches. The AYANEO Pocket S2 is now available on Indiegogo, and it sports the latest chipset, an upgraded design,

Scientists once hoarded pre-nuclear steel; now we’re hoarding pre-AI content

Former Cloudflare executive John Graham-Cumming recently announced that he launched a website, lowbackgroundsteel.ai, that treats pre-AI, human-created content like a precious commodity—a time capsule of organic creative expression from a time before machines joined the conversation. "The idea is to point to sources of text, images and video that were created prior to the explosion of AI-generated content," Graham-Cumming wrote on his blog last week. The reason? To preserve what made non-AI medi

I counted all of the yurts in Mongolia using machine learning

The Fall of Civilizations podcast put out a 6¾-hour episode on the history of the Mongol Empire, which I eagerly listened to. After finishing the episode I wondered about contemporary Mongolian society, I wanted to learn what the lands that the Mongol Empire exploded from are like in our current day. There are many ways to try to understand a society, whether it be quantifying it or looking at the lived experiences within it. If you look at data provided by the World Bank, you’ll see a country t

Scientists once hoarded pre-nuclear steel, and now we’re hoarding pre-AI content

Former Cloudflare executive John Graham-Cumming recently announced that he launched a website, lowbackgroundsteel.ai, that treats pre-AI, human-created content like a precious commodity—a time capsule of organic creative expression from a time before machines joined the conversation. "The idea is to point to sources of text, images and video that were created prior to the explosion of AI-generated content," Graham-Cumming wrote on his blog last week. The reason? To preserve what made non-AI medi

MiniMax-M1 open-weight, large-scale hybrid-attention reasoning model

1. Model Overview We introduce MiniMax-M1, the world's first open-weight, large-scale hybrid-attention reasoning model. MiniMax-M1 is powered by a hybrid Mixture-of-Experts (MoE) architecture combined with a lightning attention mechanism. The model is developed based on our previous MiniMax-Text-01 model, which contains a total of 456 billion parameters with 45.9 billion parameters activated per token. Consistent with MiniMax-Text-01, the M1 model natively supports a context length of 1 million

The Interpretable AI playbook: What Anthropic’s research means for your enterprise LLM strategy

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more Anthropic CEO Dario Amodei made an urgent push in April for the need to understand how AI models think. This comes at a crucial time. As Anthropic battles in global AI rankings, it’s important to note what sets it apart from other top AI labs. Since its founding in 2021, when seven OpenAI employees broke off over concerns about AI safety,

OpenAI moves forward with GPT-4.5 deprecation in API, triggering developer anguish and confusion

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more Word spread quickly across the machine learning and AI community on the social network X yesterday: OpenAI was sending developers an email notifying them that the company would be removing one of its largest and most powerful large language models (LLMs), GPT-4.5 Preview, from the official OpenAI application programming interface (API) on

Google launches production-ready Gemini 2.5 AI models to challenge OpenAI’s enterprise dominance

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more Google moved decisively to strengthen its position in the artificial intelligence arms race Monday, declaring its most powerful Gemini 2.5 models ready for enterprise production while unveiling a new ultra-efficient variant designed to undercut competitors on cost and speed. The Alphabet subsidiary promoted two of its flagship AI models—G

Google’s updated Gemini 2.5 Flash pricing is good news and bad news

TL;DR Gemini 2.5 Flash-Lite is rolling out in preview. The stable versions of Gemini 2.5 Flash and Pro are also rolling out. The cost of input for Flash has gone up by $0.15, but the output has been reduced by $1.00. Google introduced Gemini 2.5 earlier this year, with Pro (experimental) being the first model in the series. A couple of months later, the company rolled out a faster model in early access, known as Gemini 2.5 Flash. Now the firm has an update on these two models and is launching

Apple Watch Series 10 now available at discount via Apple’s refurbished store

Apple’s refurbished store has added several new products recently, and the latest could prove popular: the Apple Watch Series 10 is now available. Currently only 46mm Apple Watch Series 10 is available refurbished Apple’s refurbished store provides the opportunity to buy products directly from Apple that have been certified for resale. These products include a standard Apple warranty, return policy, and other perks. Last week the Apple Watch Ultra 2 in black titanium was added to the store a

Nintendo is cracking down on Switch 2 mods, bans target reprogrammable cartridges

Facepalm: Besides offering a substantial hardware upgrade and exciting new features, the Switch 2 is also shaping up to be a decidedly anti-modding platform. The new console includes robust anti-piracy measures, and users are already starting to feel the effects on their accounts. Multiple reports confirm what many suspected from the start: Nintendo is actively working to block "easy" modding attempts and prevent potential piracy on its new console. Nintendo certainly isn't losing money on Swi

Making 2.5 Flash and 2.5 Pro GA, and introducing Gemini 2.5 Flash-Lite

We designed Gemini 2.5 to be a family of hybrid reasoning models that provide amazing performance, while also being at the Pareto Frontier of cost and speed. Today, we’re taking the next step with our 2.5 Pro and Flash models by releasing them as stable and generally available. And we’re bringing you 2.5 Flash-Lite in preview — our most cost-efficient and fastest 2.5 model yet. Making 2.5 Flash and 2.5 Pro generally available Thanks to all of your feedback, today we’re releasing stable version

ChatGPT's Voice Feature Makes It Feel More Human Than Ever

After years of dealing with voice assistants that constantly misheard me or cut me off mid-sentence, I didn't expect much when I tapped the little wavelength icon to try ChatGPT's Voice Mode. I figured it would be another feature that sounded cool but fell flat in real use. But this one surprised me. Voice Mode doesn't just spit out answers. It actually feels like a real conversation. It picks up on pauses, mumbled thoughts, and even those filler words like "uhhh" without breaking the flow. Whe

Nintendo is already banning Switch 2 flashcart users

Facepalm: Besides offering a substantial hardware upgrade and exciting new features, the Switch 2 is also shaping up to be a decidedly anti-modding platform. The new console includes robust anti-piracy measures, and users are already starting to feel the effects on their accounts. Multiple reports confirm what many suspected from the start: Nintendo is actively working to block "easy" modding attempts and prevent potential piracy on its new console. Nintendo certainly isn't losing money on Swi

Tesla stock slips after report EV maker is pausing Cybertruck and Model Y production

A Tesla Cybertruck sits on a lot at a Tesla dealership on April 15, 2024 in Austin, Texas. Tesla shares slid 4% on Tuesday after a report that the electric vehicle maker was halting production of Cybertruck and Model Y models for a week in Austin, Texas. The production stoppage begins June 30, Business Insider reported, citing a staff meeting where the announcement was made. The pause, which is for maintenance on production lines, would be the third such shutdown at the Austin facility in the

Time Series Forecasting with Graph Transformers

Time series forecasting is a cornerstone in modern business analytics, whether it is concerned with anticipating market trends, user behavior, optimizing resource allocation, or planning for future growth. As such, a wide range of different approaches have been introduced and investigated for forecasting, lately data-driven approaches using machine learning and generative models. This blog post will dive into forecasting on graph structured entities, e.g., as obtained from a relational database

What Apple's controversial research paper really tells us about LLMs

CHRISTOPH BURGSTEDT/SCIENCE PHOTO LIBRARY/Getty Generative AI models quickly proved they were capable of performing technical tasks well. Adding reasoning capabilities to the models unlocked unforeseen capabilities, enabling the models to think through more complex questions and produce better-quality, more accurate responses -- or so we thought. Last week, Apple released a research report called "The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the

Google’s Gemini AI family updated with stable 2.5 Pro, super-efficient 2.5 Flash-Lite

Google has announced a big expansion of its Gemini AI model family today. After months of tweaking and tuning, the high-power Gemini 2.5 Pro is leaving preview and is ready for developers to build on. Meanwhile, Google is offering a peek at its upcoming high-efficiency model, known as Gemini 2.5 Pro Flash-Lite. Try as it might, Google can't get away from confusing model names. Google's AI aspirations have been looking up in 2025 with the debut of Gemini 2.5. These models showed a marked improve

Tesla stock slips after report EV maker is halting Cybertruck and Model Y production

A Tesla Cybertruck sits on a lot at a Tesla dealership on April 15, 2024 in Austin, Texas. Tesla shares slid more than 2% Tuesday after a report that the electric vehicle maker was halting production of Cybertruck and Model Y models for a week in Austin, Texas. The production stoppage begins June 30, Business Insider reported, citing a staff meeting where the announcement was made. The pause, which is for maintenance on production lines, would be the third such shutdown at the Austin facility

We're expanding our Gemini 2.5 family of models

We designed Gemini 2.5 to be a family of hybrid reasoning models that provide amazing performance, while also being at the Pareto Frontier of cost and speed. Today, we’re taking the next step with our 2.5 Pro and Flash models by releasing them as stable and generally available. And we’re bringing you 2.5 Flash-Lite in preview — our most cost-efficient and fastest 2.5 model yet. Making 2.5 Flash and 2.5 Pro generally available Thanks to all of your feedback, today we’re releasing stable version

California is trying to regulate its AI giants — again

is The Verge’s senior AI reporter. An AI beat reporter for more than five years, her work has also appeared in CNBC, MIT Technology Review, Wired UK, and other outlets. Last September, all eyes were on Senate Bill 1047 as it made its way to California Governor Gavin Newsom’s desk — and died there as he vetoed the buzzy piece of legislation. SB 1047 would have required makers of all large AI models, particularly those that cost $100 million or more to train, to test them for specific dangers. A

Adobe's Firefly generative AI app is now available on mobile

When its redesigned Firefly app arrived earlier this year, Adobe launched the platform without Android and iOS app support, saying those would come at a later date. Today, the company is making good on that promise, with both versions available to download from their respective storefronts. If you're new to Firefly, it's the place where Adobe brings together all of its AI image, video, audio and vector generation tools. The company relaunched the app in April at its Max conference in London. Si

Adobe Firefly app is finally launching to users. Here's how to access (and the perks)

Adobe Adobe has an extensive suite of generative AI tools for image and video editing, including the viral software Generative Fill, packaged in Firefly, its application for AI-assisted content creation. Now, all of these tools are readily available on your phone via a new Firefly app. The app Adobe has announced that its Firefly app is available for free download on iOS and Android. The app has been designed to offer the same Firefly experiences users know and love on the web, but in a conve

Adobe's New AI Mobile App Lets You Use 6 New AI Models, Including Google's Veo 3

Adobe just dropped a ton of AI news, so let's dive into what that means for you. First up, the company is dropping brand-new Firefly AI mobile apps for iPhones and Androids. You can download these apps now for free and use Firefly to create AI images and videos on the go. Plus, the app comes with a few free generative credits for you to experiment with Adobe's AI. Next, Adobe is expanding its roster of third-party AI partners to include six new models from Ideogram, Pika, Luma and Runway. Googl

Adobe’s Firefly comes to iOS and Android

Adobe has been on a quest to attract users to its platform for their AI needs. The company in April launched a redesigned Firefly web app that lets users use Adobe’s own Firefly image- and video-generation models as well as third-party models. Now, it is releasing a Firefly app on both iOS and Android that lets people use all of its models as well as models from OpenAI (GPT image generation), Google (Imagen 3 and Veo 2), and Flux (Flux 1.1 Pro). Like the web app, the new smartphone apps let yo

When AIs bargain, a less advanced agent could cost you

This study is part of a growing body of research warning about the risks of deploying AI agents in real-world financial decision-making. Earlier this month, a group of researchers from multiple universities argued that LLM agents should be evaluated primarily on the basis of their risk profiles, not just their peak performance. Current benchmarks, they say, emphasize accuracy and return-based metrics, which measure how well an agent can perform at its best but overlook how safely it can fail. Th

DOCSIS 3.0 vs. 3.1 vs. 4.0: What Are the Differences?

If you have cable internet, then you're using DOCSIS technology. DOCSIS, which stands for Data Over Cable Service Interface Specifications, is a standard that defines how your modem relays cable internet signals going to and from your home. If you have cable internet, whether from Cox, Spectrum, Xfinity or one of many regional cable internet providers like Armstrong, you're using a DOCSIS-compliant modem. The DOCSIS 4.0 cable modem is ideal since it produces faster upload speeds. But while spec

Why I like the base iPad more than the Pro and Air - especially at this price

ZDNET's key takeaways The 11th-generation iPad 11th Generation normally retails for $349 The upgraded iPad has double the base storage as the previous generation, more RAM, and an upgraded processor in the A16 Bionic chip. However, it still isn't compatible with Apple Intelligence and doesn't support the Apple Pencil Pro. $299 at Amazon $349 at Apple $329 at B&H Photo-Video more buying choices Multiple 11th-Gen iPad configurations are on sale at Amazon. One of the biggest discounts belongs to

Inside LinkedIn’s AI overhaul: Job search powered by LLM distillation

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more The advent of natural language search has encouraged people to change how they search for information, and LinkedIn, which has been working with numerous AI models over the past year, hopes this shift extends to job search. LinkedIn’s AI-powered jobs search, now available to all LinkedIn users, uses distilled, fine-tuned models trained on