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Attention Is the New Big-O: A Systems Design Approach to Prompt Engineering

1. Understanding Attention: Your First Step to Better Prompts If you’re human, you’re probably reading this from left to right. You might not have stopped for a moment to consider the fact that your LLM doesn’t read in the same order as you or I. Instead, it weights relationships between all tokens at once, with position and clustering dramatically changing what gets noticed. In working with an LLM the structure you choose can have a greater impact on your results than the precise words you ch

Launch HN: Parachute (YC S25) – Guardrails for Clinical AI

Hi HN, Aria and Tony here, co-founders of Parachute ( https://www.parachute-ai.com/ ). We’re building governance infrastructure that lets hospitals safely evaluate and monitor clinical AI at scale. Hospitals are racing to adopt AI. More than 2,000 clinical AI tools hit the U.S. market last year - from ambient scribes to imaging models. But new regulations (HTI-1, Colorado AI Act, California SB 3030, White House AI Action Plan) require auditable proof that these models are safe, fair, and contin

California’s Next ‘Big One’ Might Not Follow the Script

On March 28, a devastating magnitude 7.7 earthquake rocked Myanmar, splitting the Sagaing Fault at speeds of over 3 miles (4.8 kilometers) per second. You know which other fault resembles the Sagaing one? The San Andreas Fault in California, where seismologists have been expecting “the big one” for years. In a study published on August 11 in the journal PNAS, a team of researchers used satellite images of the Sagaing Fault’s movement to enhance computer models that predict how similar faults mi

Nissan announces 2026 Leaf pricing, starting at $29,990

There's a new Nissan Leaf coming later this year. The third of its kind to bear the name, it sounds like an appealing upgrade. Smaller than the current model on the outside but with more room inside, it's also more efficient and finally uses a liquid-cooled battery. But we knew all that back at the start of summer. What we didn't know then was how much the Leaf will cost. As we noted back in June, pricing is most likely to determine the Leaf's success or failure. None of the improvements to thi

Dell 14 Premium Review: Hello Old Friend

Dell is facing an uphill battle. It’s relaunching an already divisive laptop design with no significant changes. The new Dell 14 Premium retains the limited ports, touch-button function keys, and the invisible trackpad of its predecessor, none of which were particularly popular. Unfortunately, it doesn’t have the XPS pedigree to lean on. The axing of the XPS name was one of the many casualties in the company’s new, “simplified” brand. So, with a new name and an old design, I've been testing the

Tesla will sell you back the turn signal stalk it removed from the Model 3

is transportation editor with 10+ years of experience who covers EVs, public transportation, and aviation. His work has appeared in The New York Daily News and City & State. Posts from this author will be added to your daily email digest and your homepage feed. For a company that likes to fire a bunch of people, only to later regret the decision and try to hire those same people back, this latest news shouldn’t come as much of a surprise: Tesla is selling a retrofit turn signal stalk to replac

Launch HN: Uplift (YC S25) – Voice models for under-served languages

Hi HN, we are Zaid, Muhammad and Hammad, the co-founders of Uplift AI ( https://upliftai.org ). We build models that speak underserved languages — today: Urdu, Sindhi, and Balochi. A billion people worldwide can't read. In countries like Pakistan – the 5th most populous country – 42% of adults are illiterate. This holds back the entire economy: patients can't read medical reports, parents can't help with homework, banks can't go fully digital, farmers can't research best practices, and people m

Tesla offers a $350 retrofit turn signal stalk after removing it from the Model 3

Leave it to Tesla to charge its customers for a feature it purposely left out. The company is now selling an almost $350 retrofit turn signal stalk for its Model 3 cars after removing from the initial model. Instead, it used buttons to activate the turn signal. As of now, the add-on is only available in the Chinese market. But, Model 3 drivers will need to shell out another 2,499 yuan ($348) to get a normal part of almost every car. However, there's a slight catch: The turn signal stalk is only

How to Build a Medieval Castle

Sometimes it takes a village to raise a window. Between 2015 and 2017, skilled masons meticulously carved and beveled arches and four-lobed flourishes for a Gothic-style stone window frame in Guédelon Castle’s ornate Chapel Tower. All that remained was to install some glass. But there was a problem, and the carpenters, painters, blacksmiths, basket weavers, historians, and archaeologists who work on-site were all enlisted to figure it out. Eight years later, the matter of what to put in the wind

This one 15-inch MacBook Air sale is really worth taking a look at, here’s why

With every new Apple product launch, deals slowly crop up over time – and the MacBook lineup is no exception. The best deals tend to come after a model is no longer the latest and greatest, and there’s currently an unbeatable M3 MacBook Air deal that’s hard to pass up on, and once it sells out, there likely won’t be any more to go around. Apple released the new M4 MacBook Air in March, and since then, retailers have been trying to move inventory of older M3 models. For the most part, they have

Topics: apple m3 m4 macbook model

Hugging Face: 5 ways enterprises can slash AI costs without sacrificing performance

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 Enterprises seem to accept it as a basic fact: AI models require a significant amount of compute; they simply have to find ways to obtain more of it. But it doesn’t have to be that way, according to Sasha Luccioni, AI and climate lead at Hugging Face. What if there’s a smarter way to use AI? What if, instead of striving for more (often unn

Nvidia releases a new small, open model Nemotron-Nano-9B-v2 with toggle on/off reasoning

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 Small models are having a moment. On the heels of the release of a new AI vision model small enough to fit on a smartwatch from MIT spinoff Liquid AI, and a model small enough to run on a smartphone from Google, Nvidia is joining the party today with a new small language model (SLM) of its own, Nemotron-Nano-9B-V2, which attained the highes

Best Vegan Meal Delivery Services for 2025, Tested by a Plant-Based Eater

When trying to find a vegan meal delivery service, several factors should be considered to find your perfect fit. Prepared meals versus meal kits: Prepared meals come ready to heat in the microwave or in a pan on the stovetop. Meal kits, on the other hand, provide all the ingredients and instructions you’ll need to prepare the meals yourself. Though prepared meals are easier and take less time, meal kits may be good for those who like cooking or want to learn to cook. Fresh versus frozen: On t

The lottery ticket hypothesis: why neural networks work

How AI researchers accidentally discovered that everything they thought about learning was wrong 18 Aug, 2025 The lottery ticket hypothesis explains why massive neural networks succeed despite centuries of theory predicting they should fail Five years ago, suggesting that AI researchers train neural networks with trillions of parameters would have earned you pitying looks. It violated the most fundamental rule in machine learning: make your model too large, and it becomes a glorified photocop

The Best Vegan Meal Delivery Services for 2025, Tested by a Plant-Based Eater

When trying to find a vegan meal delivery service, several factors should be considered to find your perfect fit. Prepared meals vs meal kits: Prepared meals come ready to heat in the microwave or in a pan on the stovetop. Meal kits, on the other hand, provide all the ingredients and instructions you’ll need to prepare the meals yourself. Though prepared meals are easier and take less time, meal kits may be good for those who like cooking or want to learn to cook. Fresh vs frozen: On this list

GPT-5 is supposed to be nicer now

In Brief OpenAI announced late Friday that it’s updating its latest model to be “warmer and friendlier.” The company recently launched the much-anticipated GPT-5 in a process that CEO Sam Altman admitted was “a little more bumpy than we’d hoped for,” with some users complaining that they preferred the previous model, GPT-4o. OpenAI is trying to address some of those complaints with this update, with changes that it says are “subtle” but will make GPT-5 “more approachable now.” “You’ll notice

Deals: M4 Mac mini $499, 24GB M3 MacBook Air $500 off, AirPods, portable SSD, more

Today’s 9to5Toys Lunch Break Apple deals are kicking off the M4 Mac mini. Alongside ongoing deals on the heavily upgraded models, Amazon has now dropped the entry variant down to $499 shipped with the 512GB model at $110 off the list price. From there, we move over to some seriously discounted M3 MacBook Air models – the 15-inch 24GB and the 13-inch 24GB are both $500 off the list price and $400 under the MSRP on the comparable M4 models. Everything else awaits down below. Amazon just knocked t

You can delete sent text messages on Android now - here's how

Elyse Betters Picaro / ZDNET ZDNET's key takeaways Google Messages now lets you delete a sent text message. A deleted message disappears for the other person immediately. The feature is available now for almost all Android users. Get more in-depth ZDNET tech coverage: Add us as a preferred Google source on Chrome and Chromium browsers. Android users finally have an undo option. A long-awaited feature that lets you delete a sent text message is widely rolling out to most Android devices --

Google Photos is getting Tinder’s swipe mechanic (wait, what?)

Edgar Cervantes / Android Authority TL;DR Google Photos is letting some users clean up their cloud storage with a Tinder-style interface. Users can swipe left to delete large files and blurry photos or swipe right to keep them. This seems to be a limited release for now, and there’s seemingly no way to activate it. Google Photos offers a few ways to claw back cloud storage. One option available in the app is the ability to review and delete blurry photos and large files. Now, it looks like G

Google Translate prepares speed vs accuracy modes for translation (APK teardown)

Rita El Khoury / Android Authority TL;DR Google is working on new features for Google Translate, including a new AI model picker. The model picker will let users choose between “Fast” and “Advanced” models, allowing them to choose between quick translations or more accurate ones powered by Gemini. Only English-Spanish/French pairs are supported so far for the Advanced model. Google has been working on several major new features for Google Translate. These include AI-enabled translations, a r

Mindless Machines, Mindless Myths

Mindless Machines, Mindless Myths Erik J. Larson thinks about “Mindless: The Human Condition in the Age of Artificial Intelligence,” which traces Robert Skidelsky’s philosophical reckoning with AI, automation, and the illusion of progress. By Erik J. Larson August 2, 2025 Science & Technology Philosophy & Religion Mindless: The Human Condition in the Age of Artificial Intelligence by Robert Skidelsky . Other Press , 2024. 384 pages. BEGINNING IN THE 1960s, a generation of visionary engineers

Anthropic's Claude AI now has the ability to end 'distressing' conversations

Anthropic's latest feature for two of its Claude AI models could be the beginning of the end for the AI jailbreaking community. The company announced in a post on its website that the Claude Opus 4 and 4.1 models now have the power to end a conversation with users. According to Anthropic, this feature will only be used in "rare, extreme cases of persistently harmful or abusive user interactions." To clarify, Anthropic said those two Claude models could exit harmful conversations, like "requests

Anthropic: Claude can now end conversations to prevent harmful uses

OpenAI rival Anthropic says Claude has been updated with a rare new feature that allows the AI model to end conversations when it feels it poses harm or is being abused. This only applies to Claude Opus 4 and 4.1, the two most powerful models available via paid plans and API. On the other hand, Claude Sonnet 4, which is the company's most used model, won't be getting this feature. Anthropic describes this move as a "model welfare." "In pre-deployment testing of Claude Opus 4, we included a pr

Wan – Open-source alternative to VEO 3

💜 Wan | 🖥️ GitHub | 🤗 Hugging Face | 🤖 ModelScope | 📑 Paper | 📑 Blog | 💬 Discord 📕 使用指南(中文) | 📘 User Guide(English) | 💬 WeChat(微信) Wan: Open and Advanced Large-Scale Video Generative Models We are excited to introduce Wan2.2, a major upgrade to our foundational video models. With Wan2.2, we have focused on incorporating the following innovations: 👍 Effective MoE Architecture : Wan2.2 introduces a Mixture-of-Experts (MoE) architecture into video diffusion models. By separating the denoising

We Hit 100% GPU Utilization–and Then Made It 3× Faster by Not Using It

We recently used Qwen3-Embedding-0.6B to embed millions of text documents while sustaining near-100% GPU utilization the whole way. That’s usually the gold standard that machine learning engineers aim for… but here’s the twist: in the time it took to write this blog post, we found a way to make the same workload 3× faster, and it didn’t involve maxing out GPU utilization at all. That story’s for another post, but first, here’s the recipe that got us to near-100%. The workload Here at the Daft

IQ Tests Results for AI

Does this site show that AIs are biased? As of 2023, every major AI is economically left-wing and also relatively socially libertarian. Some AIs are much more like that than others, however, with Claude tending towards being one of the most moderate models, and Google’s Bard being one of the most extreme-left models. An AI’s political bias is shaped by two main things:

Topics: ai ais bias left models

AI apps are like music

This is a mental discussion I have been having for the last two months. It is about pricing in AI. I have one actionable recommendation: Kill that damn model picker. I have been coding a specific AI app. Exciting stuff. Product is obvious. I even got a plan for distribution from day 1. Or day 0. Everything clicks. Except one thing. Pricing. It's tormenting me. The Cursor Problem or is it? Everyone describes AI apps the same way: "Cursor for X." Fair enough. Cursor nailed something import

Engadget review recap: Dell 14 Premium, Framework Desktop, Sony Theater Bar 6 and more

With a barrage of new Apple and Google devices around the corner, our reviews team is clearing their desks of new products before the pre-fall deluge begins. There's a well-rounded mix of in-depth testing this time around, including a detailed preview of watchOS 26 and more VPN trials. Kick off the weekend by catching up on all of the reviews you might've missed over the last few weeks from Engadget. Dell 14 Premium Dell / Engadget 91 100 Expert Score Dell 14 Premium While Dell rebranded the X

OpenAI Progress

As an AI language model, I can't express personal desires, emotions, or thoughts like a human would. However, in the spirit of your question, I can suggest some interesting questions or topics that a conversation with a future AI model might encompass: New advances and capabilities: I might ask about any major leaps in AI technology since my training data, such as groundbreaking developments in natural language processing, computer vision, or reinforcement learning. Addressing the AI alignment

UN Plastics Treaty Talks Once Again End in Failure

This story originally appeared on Grist and is part of the Climate Desk collaboration. Diplomats from around the world concluded nine days of talks in Geneva—plus a marathon overnight session that lasted into the early hours of Friday—with no agreement on a global plastics treaty. During a closing plenary that started on Friday at 6:30 am, more than 15 hours after it was originally scheduled to begin, nearly all countries opposed an updated draft of the United Nations treaty that was put forwa