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Introduction Large language models (LLMs) have evolved from simple statistical language predictors into intricate systems capable of reasoning, synthesizing information and even interacting with external tools. Yet most people still see them as auto‑complete engines rather than the modular, evolving architectures they’ve become. Understanding how these models are built is vital for anyone deploying AI: it clarifies why certain models perform better on long documents or multi‑modal tasks and how you can adapt them with minimal compute using tools like Clarifai. Quick Summary Question: What is LLM architecture and why should we care? Answer: Modern LLM architectures are layered systems…
Disclaimer: Unless otherwise stated, any opinions expressed below belong solely to the author. All data sourced from Labour Force in Singapore 2025, released last month by the Singapore Ministry of Manpower. According to the latest data from the Ministry of Manpower, the number of Singaporean workers (citizens and permanent residents) employed full-time and earning an average of S$10,000 per month (in this case, figures provided by MOM exclude employers’ CPF contributions) has gone up by 31,200 people, to 404,900 in just a year. That’s an impressive jump of 8.3%, on the back of very strong GDP growth, which hit 5%…
Scores are just noise without intent. The best lead scoring methods for saas marketing find the signal where others see only data. This isn’t another what-is lead scoring guide. If you’ve spent five minutes in SaaS marketing, you already know that a whitepaper download is worth five points and a pricing page visit is worth twenty. You know that firmographics matter. You know the acronyms (MQL, SQL, PQL) by heart. The problem? Most SaaS companies are still scoring leads like we were in 2015. They are treating the buyer’s journey like a linear assembly line when, in reality, it mimics…
As artificial intelligence (AI) and Internet of Things (IoT) accelerate the pace of discovery, research teams are grappling with an unprecedented surge in data volume, velocity and complexity. What once could be validated through manual checks now spans millions of records, diverse sources and automated pipelines. ” The risk is that systemic issues can propagate across entire research outputs. In this environment, maintaining trust in research requires approaches that scale with the technology driving it.” An Actionable Framework for Automating Research Integrity Validation Automating data validation and research integrity monitoring involves defining what “trust” looks like across machine-driven research pipelines.…
Temporal co-founders Samar Abbas (left), CEO, and Maxim Fateev, CTO. (Temporal Photo) Temporal has raised $300 million in a Series D funding round at a $5 billion valuation, positioning the company as a key infrastructure provider for the emerging wave of AI agents moving into real-world production. The latest round, led by Andreessen Horowitz, doubles the company’s valuation from October. Temporal builds open-source software and a cloud service that helps companies run long-running, complex workflows reliably — what it calls “durable execution.” The Bellevue, Wash.-based company says that as AI systems become more autonomous and take actions across multiple services,…
Well, the ESP32 Bluetooth bridge experiment was a complete failure. Not the radios themselves, they’re actually pretty cool, but there’s just no way I could get the Yale locks to be reliably operated by them. At a guess, BLE is a bit too passive to detect state changes, and unless it was awake and communicating, it just had no idea what was happening with the locks. So, I’ve now silenced all lock-related alerts and am focusing on making the wifi network as reliable as possible in the hope the locks actually become responsive. If that doesn’t work, those Aqara U400s…
Robot vacuums are only worth it when they actually reduce the number of times you have to think about cleaning. A lot of models still need babysitting: empty the bin, refill the water, wash the mop, dry the pads, repeat. The Dreame L10s Ultra is built to cut that routine down dramatically. It’s $299.99 for a limited time, down from $519.99 (42% off). If you want floors that stay consistently cleaner without turning it into a weekly project, this deal is the right kind of upgrade. What you’re getting The L10s Ultra is a robot vacuum and mop combo that…
How can artificial intelligence step out of a screen and become something we can physically touch and interact with?That question formed the foundation of class 4.043/4.044 (Interaction Intelligence), an MIT course focused on designing a new category of AI-driven interactive objects. Known as large language objects (LLOs), these physical interfaces extend large language models into the real world. Their behaviors can be deliberately generated for specific people or applications, and their interactions can evolve from simple to increasingly sophisticated — providing meaningful support for both novice and expert users.“I came to the realization that, while powerful, these new forms of intelligence still…
Ravie LakshmananFeb 17, 2026Enterprise Security / Artificial Intelligence New research from Microsoft has revealed that legitimate businesses are gaming artificial intelligence (AI) chatbots via the “Summarize with AI” button that’s being increasingly placed on websites in ways that mirror classic search engine poisoning (AI). The new AI hijacking technique has been codenamed AI Recommendation Poisoning by the Microsoft Defender Security Research Team. The tech giant described it as a case of an AI memory poisoning attack that’s used to induce bias and deceive the AI system to generate responses that artificially boost visibility and skew recommendations. “Companies are embedding hidden…
This story was originally published in The Highlight, Vox’s member-exclusive magazine. To get access to member-exclusive stories every month, join the Vox Membership program today.Let’s start with the bad news.There’s a decent chance, perhaps as high as 11 percent if you’re unvaccinated, that some time over the course of this winter, you’ll be overcome with chills, followed by extreme fatigue, body aches and cough, and culminating in a sudden spike in fever. Congratulations: you have the flu.Every winter in the US has its share of flu cases, but this season is shaping up to be particularly bad. Early this week…