Author: Carter

# Introduction Large language models (LLMs) can seem overwhelming at first glance. With concepts like transformers, attention mechanisms, scaling laws, pretraining, instruction tuning, human feedback, and retrieval, there’s a lot to take in. However, diving straight into a massive textbook isn’t the most effective approach. A smarter strategy is to study a handful of key papers, each focusing on a single core aspect of the system. This piece is part of an engaging series where we learn through hands-on projects, fundamental concepts, and the research that powers modern technology. Here, we’ll walk through five essential papers that reveal how LLMs…

Google DeepMind has unveiled Gemma 4 12B, a dense multimodal model that completely eliminates the need for dedicated encoders. Instead, visual and audio data are fed directly into the core language model. This streamlined approach enables the model to handle agentic tasks on a standard consumer laptop equipped with 16 GB of RAM. It is distributed under the permissive Apache 2.0 license. Model Overview & Access Gemma 4 12B is a 12-billion-parameter transformer that operates solely as a decoder. It natively processes text, images, audio, and video without relying on external vision or audio encoders. Its architecture mirrors that of…

US stocks promoted by Trump have been among the most discussed names on Wall Street this year, and three stand out for traders. One earned a Truth Social post for its war-fighting tech. Another rode a government stake and a strong quarter. A third got a direct buy-it call at the White House. Here is how each trade is looking as we head deeper into 2026. Palantir Technologies (NASDAQ: PLTR) PLTR trades near $142, down 6.5% in the latest session. The pullback interrupts a sharp run that made it one of the standout Trump-promoted US stocks this spring. Palantir Stock…

AI has become our new authority figure. We simply follow its instructions without question. Perhaps we should exercise more caution and critical thinking. Worries about how well AI agents perform have been ongoing, spanning from “leaky” systems to outright poor decision-making. Given the mounting pressure to deploy more agents with greater autonomy—driven by increasingly sophisticated AI-assisted attacks—Adversa AI’s initiative to evaluate and benchmark the performance and security of 100 agents across ten categories is a welcome development. However, the findings are deeply troubling. Out of the 100 agents tested and mapped onto a new AI Risk Quadrant, only 11 are…

As a developer advocate who works closely with web and mobile app creators, I’ve frequently heard about the challenge of keeping user logins working smoothly if a regional service goes down. Now, with the growing use of AI agents, microservices, automated systems, and service accounts, there’s a similar need for reliable machine-to-machine authentication. Today, I’m thrilled to announce two major enhancements to Amazon Cognito: multi-Region replication for better fault tolerance, and support for customer managed keys for greater control over encryption. Countless applications depend on Amazon Cognito for handling user logins, machine-to-machine authentication, and user profile management. When designing for…

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Jack Wallen/ZDNETFollow ZDNET: Add us as a preferred source on Google.ZDNET’s key takeawaysRhino Linux is on the verge of a major transformation.The distro will soon feature a new interface designed around convergence.A preview build is available for download, but it’s not yet suitable for daily use.I’ve been a longtime admirer of Rhino Linux. I’ve described it as a Swiss Army knife among Linux distributions and consider it the finest implementation of the Xfce desktop. It’s an elegant distro that’s accessible to users of all experience levels.However, significant changes are in the works—changes that could propel the project to greater heights…

These documents were designed to be processed by machines. Think old hotel invoices, bank statements, payslips, loan applications, medical bills, customs forms, court filings, and work orders. Most businesses rely on a mix of free tools and paid APIs to digitize these documents. If you need structured output, services like Textract Structured can cost around $65 per 1,000 pages. In recent years, however, a wave of new solutions has emerged: compact open-source vision models built specifically for OCR, general-purpose vision-language models, and document parsing platforms like LlamaParse. These advances are reshaping what’s achievable and how much it costs. A rough…

State regulators have been silently outlawing Bitcoin ATMs. A significant segment of the Bitcoin ecosystem is being declared criminal and dismantled. And because there’s little overlap between digitally native users and those who buy Bitcoin with cash, this crackdown is largely flying under the radar. Yet the Bitcoin ATM sector alone channels $3.63 billion?with a ‘B’?into Bitcoin annually, and that figure only covers the United States. Beyond the numbers, Bitcoin ATMs play a crucial role in preserving financial self-sovereignty. They offer something no traditional financial service can: the ability to walk up with cash, no bank account required, no credit…

Back in April, a single VPN flaw opened the door to data breaches at over 70 financial institutions that relied on Marquis Software’s infrastructure. American Banker covered the story in detail. A fix was available. The impacted institutions probably had up-to-date penetration test reports on hand. Yet none of that stopped the damage from spreading across the entire portfolio. The numbers tell the story clearly. A typical annual external penetration test involves about two to three weeks of hands-on testing. That means roughly 345 days of real-world operations go completely unchecked. Mandiant’s M-Trends 2026 report shows the 2025 median dwell…