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I extracted the safety filters from Apple Intelligence models

news.ycombinator.com Unknown 2026-02-08 15:50:02

Decrypted Generative Model safety files for Apple Intelligence containing filters Structure decrypted_overrides/ : Contains decrypted overrides for various models. com.apple.*/ : Directory named using the Asset Specifier assosciated with the safety info Info.plist : Contains metadata for the override AssetData/ : Contains the decrypted JSON files : Contains decrypted overrides for various models. get_key_lldb.py : Script to get the encryption key (see usage info below) : Script to get the en

Topics: generativeexperiencessafetyinferenceprovider key lldb model overrides

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Why the simplest desktop agent abstraction wins

news.ycombinator.com Unknown 2026-02-05 16:52:05

This is first post in a series about the design and implementation of Bytebot . Give us a star on our open source repo . We’re still in the early innings of AI agents. There are hundreds of companies building wrappers around LLMs, trying to make them more useful; more tool-aware, more stateful, more capable of completing tasks across applications. But most of them are barking up the same tree: they’re building agents that work by connecting APIs and tools in structured ways. Bytebot was born o

Topics: agent agents building human work

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Just Ask for Generalization (2021)

news.ycombinator.com Eric Jang 2026-02-06 02:31:17

Generalizing to what you want may be easier than optimizing directly for what you want. We might even ask for "consciousness". This blog post outlines a key engineering principle I’ve come to believe strongly in for building general AI systems with deep learning. This principle guides my present-day research tastes and day-to-day design choices in building large-scale, general-purpose ML systems. Discoveries around Neural Scaling Laws, unsupervised pretraining on Internet-scale datasets, and o

Topics: generalization learning model policy theta

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Problems the AI industry is not addressing adequately

news.ycombinator.com Alberto Romero 2026-02-08 05:33:18

I think the AI industry is facing a handful of urgent problems it’s not addressing adequately. I believe everything I write here is at least directionally true, but I could be wrong. My aim isn’t to be definitive, just to spark a conversation. What follows is a set of expanded thoughts on those problems, in no particular order. Disclaimer: Not everyone in AI is as bad as I’m making them sound. I’m flattening a wildly diverse field into a single tone, which is obviously reductive. People are dif

Topics: agents ai don industry money

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Joe Rogan’s Latest Episode Will Make You Question Everything About AI

gizmodo.com Luc Olinga 2026-02-08 11:41:35

Joe Rogan loves talking about artificial intelligence. Whether it’s with Elon Musk, academics, or UFC fighters, the podcast king often returns to the same question: What happens to us when machines start thinking for themselves? In the July 3 episode of The Joe Rogan Experience, Rogan welcomed Dr. Roman Yampolskiy, a computer scientist and AI safety researcher at the University of Louisville, for a conversation that quickly turned into a chilling meditation on AI’s potential to manipulate, domi

Topics: ai going intelligence rogan yampolskiy

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I'm Losing All Trust in the AI Industry

news.ycombinator.com Alberto Romero 2026-02-08 11:33:18

I think the AI industry is facing a handful of urgent problems it’s not addressing adequately. I believe everything I write here is at least directionally true, but I could be wrong. My aim isn’t to be definitive, just to spark a conversation. What follows is a set of expanded thoughts on those problems, in no particular order. Disclaimer: Not everyone in AI is as bad as I’m making them sound. I’m flattening a wildly diverse field into a single tone, which is obviously reductive. People are dif

Topics: agents ai don industry money

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This is the letter Donald Trump sent Apple to keep TikTok on the App Store

9to5mac.com Marcus Mendes 2026-02-09 23:29:01

Tony Tan, a Google shareholder, has obtained and published a set of letters the Trump administration sent to multiple tech companies, essentially saying: don’t worry about the law, the president has your back, keep TikTok online. However, Mr. Tan disagrees. And he’s taking legal action to prove it. A bit of back story The TikTok ban has had more ups and downs than any busy person would care to follow. For today’s news, here’s the part that matters: Towards the end of his term, President Bide

Topics: act executive general president tiktok

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Big Brother at the Border Is Searching for a ‘Hidden Language’ in People’s Text Messages

gizmodo.com Aj Dellinger 2026-02-10 06:20:00

United States Customs and Border Protection (CBP) has a bad snooping habit, and it’s looking for a little help to get its fix. According to a report from Wired, the agency is currently asking tech companies to pitch it ideas for a digital forensics tool that would allow it to process and analyze data from seized phones and computers and potentially uncover “hidden” patterns. In a federal registry listing from June, CBP said it is seeking a tool that can scan text messages, pictures, videos, con

Topics: agency cbp data devices tool

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Context Engineering for Agents

news.ycombinator.com Unknown 2026-02-07 22:56:20

Lance Martin TL;DR Agents need context to perform tasks. Context engineering is the art and science of filling the context window with just the right information at each step of an agent’s trajectory. In this post, I group context engineering into a few common strategies seen across many popular agents today. Context Engineering As Andrej Karpathy puts it, LLMs are like a new kind of operating system. The LLM is like the CPU and its context window is like the RAM, serving as the model’s work

Topics: agent agents context memories tool

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WASM Agents: AI agents running in the browser

news.ycombinator.com Davide Eynard 2026-02-11 06:19:38

One of the main barriers to a wider adoption of open-source agents is the dependency on extra tools and frameworks that need to be installed before the agents can be run. In this post, we show how to write agents as HTML files, which can just be opened and run in a browser. One of the main barriers to a wider adoption and experimentation with open-source agents is the dependency on extra tools and frameworks that need to be installed before the agents can be run. In this post, we introduce the

Topics: agent agents code model run

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The Person in Charge of Testing Tech for US Spies Has Resigned

wired.com Paresh Dave 2026-02-12 02:50:33

The head of the US government’s Intelligence Advanced Research Projects Activity (IARPA) is leaving the unit this month to take a job with a quantum computing company, WIRED has learned. Rick Muller’s pending departure from IARPA comes amid broader efforts to downsize the United States intelligence community, including the Office of the Director of National Intelligence (ODNI), which oversees IARPA. A person familiar with Muller’s plans confirmed to WIRED his departure from IARPA. Born during

Topics: agency iarpa intelligence muller research

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The Percentage of Tasks AI Agents Are Currently Failing At May Spell Trouble for the Industry

futurism.com Unknown 2026-02-12 09:42:29

It's safe to say there's a lot riding on "artificial intelligence," a buzzy and nebulous swath of the tech industry pedaling all kinds of large language model (LLM) and similar software products. Since ChatGPT emerged in November 2022, venture capitalist investments in AI have skyrocketed, rising to $131.5 billion in 2024, an increase of 52 percent compared to 2023. In the last three months of 2024, over half of all venture capital in the world went to AI companies. One of the flashier bits of

Topics: agents ai hype percent tech

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New Research Debunks Myth That Brain Cells Stop Growing After Childhood

gizmodo.com Ed Cara 2026-02-12 11:00:50

You’ve probably heard the old canard that new brain cells simply stop forming as we become adults. But research out today is the latest to show that this isn’t really true. Scientists in Sweden led the study, published Thursday in Science. They found abundant signs of neural stem cells growing in the hippocampus of adult brains. The findings reveal more about the human brain as we get older, the researchers say, and also hint at potential new ways to treat neurological disorders. “We’ve found

Topics: adult brain cells neurogenesis new

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Google rolls out its new Veo 3 video-generation model globally

techcrunch.com Ivan Mehta 2026-02-12 02:56:48

In Brief Google on Thursday said it has begun rolling out its Veo 3 video generation model to Gemini users in more than 159 countries. Video generation via the new model is available only to paying subscribers of Google’s AI Pro plan and is capped at three videos per day. Veo 3, which Google showed off in May, lets users generate videos up to eight seconds long using text prompts. Google’s Josh Woodward has said that the company is working on adding image-to-video generation capabilities to

Topics: gemini generation google said video

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Dust hits $6M ARR helping enterprises build AI agents that actually do stuff instead of just talking

venturebeat.com Michael Nuñez 2026-02-12 16:00:00

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 Dust, a two-year-old artificial intelligence platform that helps enterprises build AI agents capable of completing entire business workflows, has reached $6 million in annual revenue — a six-fold increase from $1 million just one year ago. The company’s rapid growth signals a shift in enterprise AI adoption from simple chatbots toward sophi

Topics: agents ai dust enterprise models

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Ilya Sutskever will lead Safe Superintelligence following his CEO’s exit

techcrunch.com Maxwell Zeff 2026-02-12 16:29:07

OpenAI co-founder Ilya Sutskever says he is stepping into the CEO role at Safe Superintelligence, the AI startup he launched in 2024. In a post on X, Sutskever confirmed Thursday that Daniel Gross, the startup’s co-founder and CEO, departed the company as of June 29. Safe Superintelligence co-founder Daniel Levy is becoming president of the startup, according to Sutskever. The announcement follows weeks of reporting that Meta CEO Mark Zuckerberg was in advanced talks to hire Gross, as well as h

Topics: ceo safe startup superintelligence sutskever

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From Sensual Butt Songs to Santa’s Alleged Coke Habit: AI Slop Music Is Getting Harder to Avoid

wired.com Kate Knibbs 2026-02-13 16:55:11

AI slop is flooding every single digital platform, and music streaming services are no exception—so much so, even someone who generally avoids AI might find themselves unknowingly listening to a robot hornily singing about butts. Take the sordid saga of “Make Love to My Shitter,” an AI-generated track from an artist called BannedVinylCollection. Brace Belden, a host of the popular politics podcast TrueAnon, says that Spotify recently queued up the bawdy song after he’d finished listening to alt

Topics: ai generated music says spotify

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Don’t let hype about AI agents get ahead of reality

technologyreview.com Yoav Shoham 2026-02-14 00:00:00

Let’s start with the term “agent” itself. Right now, it’s being slapped on everything from simple scripts to sophisticated AI workflows. There’s no shared definition, which leaves plenty of room for companies to market basic automation as something much more advanced. That kind of “agentwashing” doesn’t just confuse customers; it invites disappointment. We don’t necessarily need a rigid standard, but we do need clearer expectations about what these systems are supposed to do, how autonomously th

Topics: agent agents language need systems

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This affordable Lenovo ThinkPad rivals laptops twice the price - and now it's even cheaper

zdnet.com Kyle Kucharski 2026-02-13 23:00:19

ZDNET's key takeaways The Lenovo ThinkPad E14 Gen 6 has configurations that start at $1,069. It's a solid budget business laptop with a wide range of configurations. The display and webcam might not be good enough for most users, and opting for higher-end hardware can nearly double the price. View now at Lenovo As part of a new Black Friday in July sales event, the sixth-generation ThinkPad E14 is on sale for $829. On the surface, Lenovo's sixth-generation ThinkPad E14 doesn't look much diff

Topics: e14 gen laptop lenovo thinkpad

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Writing Code Was Never the Bottleneck

news.ycombinator.com Pedro Tavares 2026-02-11 05:43:57

For years, I’ve felt that writing lines of code was never the bottleneck in software engineering. The actual bottlenecks were, and still are, code reviews, knowledge transfer through mentoring and pairing, testing, debugging, and the human overhead of coordination and communication. All of this wrapped inside the labyrinth of tickets, planning meetings, and agile rituals. These processes, meant to drive quality, often slow us down more than the act of writing code itself because they require t

Topics: code generated llms understanding writing

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Google rolls out its new Veo 3 video generation model globally

techcrunch.com Ivan Mehta 2026-02-14 02:56:48

In Brief Google on Thursday said it has begun rolling out its Veo 3 video generation model to Gemini users in more than 159 countries. Video generation via the new model is available only to paying subscribers of Google’s AI Pro plan, and is capped at 3 videos per day. Veo 3, which Google showed off in May, lets users to generate videos up to 8 seconds long using text prompts. Google’s Josh Woodward has said that the company is working on adding image-to-video generation capabilities to Gemi

Topics: gemini generation google said video

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Serenading Cells with Audible Sound Alters Gene Activity

news.ycombinator.com Simon Makin 2026-02-10 18:04:53

The cells in your ears aren’t the only ones listening: recent research suggests that crucial cells throughout the body may respond to audible sound. Experiments described in Communications Biology revealed more than 100 genes whose activity changed in response to these acoustic waves, pointing to possible medical applications. Extensive earlier research has shown that ultrasound—sound at frequencies higher than humans can hear—can affect biology in numerous ways; the new study expands this conc

Topics: activity audible cells genes sound

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What to build instead of AI agents

news.ycombinator.com Hugo Bowne-Anderson 2026-02-14 02:02:43

Paul: Today, the scene is owned by Hugo, a brilliant mind who advises and teaches teams building LLM-powered systems, including engineers from Netflix, Meta, and the U.S. Air Force. He runs a course on the LLM software development lifecycle, focusing on everything from retrieval and evaluation to agent design, and all the intermediate steps in between. Enough talking, I’ll let him dig into today’s controversial topic: “Stop building AI agents”. ↓🎙️ P.S. I agree with him. 🤫 Hugo: I've taught

Topics: agent agents llm profile use

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Whole-genome ancestry of an Old Kingdom Egyptian

news.ycombinator.com Morez Jacobs 2026-02-14 02:24:46

Provenance and ethics The human remains were excavated from the Nuwayrat necropolis near Beni Hasan, Egypt. They were donated between 1902 and 1904 by the Egyptian Antiquities Service to the members of the Beni Hasan excavation committee and subsequently donated to the Institute of Archaeology, University of Liverpool and exported under the John Garstang export permit. The human remains were then donated to the World Museum (previously the Liverpool City Museum) in 1950. Sampling permit was gra

Topics: genomes nue001 ref supplementary using

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Capital One builds agentic AI to supercharge auto sales

venturebeat.com Emilia David 2026-02-13 09:26:12

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 Inspiration can come from different places, even for architecting and designing agentic systems. At VB Transform, Capital One explained how it built its agentic platform for its auto business. Milind Naphade, SVP of Technology and Head of AI Foundations at Capital One, said during VB Transform that the company wanted its agents to function

Topics: agents capital data naphade said

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Amazon's Andy Jassy says AI will take some jobs but make others more 'interesting'

zdnet.com Webb Wright 2026-02-15 02:04:00

Bloomberg/Getty Images The adoption of artificial intelligence systems throughout the business sector will lead to "fewer people doing some of the jobs" that become automated, Amazon president and CEO Andy Jassy said in an interview with CNBC's Jim Cramer this week. Jassy's understated comments about the future impacts of automation upon the job market were also optimistic: While he concedes that some people will be replaced by AI, the technology will simultaneously "make all of our jobs more

Topics: agents ai company jassy jobs

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Confidence in agentic AI: Why eval infrastructure must come first

venturebeat.com Vb Staff 2026-02-15 15:41:49

As AI agents enter real-world deployment, organizations are under pressure to define where they belong, how to build them effectively, and how to operationalize them at scale. At VentureBeat’s Transform 2025, tech leaders gathered to talk about how they’re transforming their business with agents: Joanne Chen, general partner at Foundation Capital; Shailesh Nalawadi, VP of project management with Sendbird; Thys Waanders, SVP of AI transformation at Cognigy; and Shawn Malhotra, CTO, Rocket Compani

Topics: agent agents ai malhotra said

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Gene therapy restored hearing in deaf patients

news.ycombinator.com Unknown 2026-02-15 21:03:09

“This is a huge step forward in the genetic treatment of deafness, one that can be life-changing for children and adults,” says Maoli Duan, consultant and docent at the Department of Clinical Science, Intervention and Technology, Karolinska Institutet, Sweden, and one of the study’s corresponding authors. The study comprised ten patients between the ages of 1 and 24 at five hospitals in China, all of whom had a genetic form of deafness or severe hearing impairment caused by mutations in a gene

Topics: deafness gene hearing patients therapy

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A Trans Pilot Was Falsely Blamed for a Plane Crash. Now She’s Fighting the Right-Wing Disinfo Machine

wired.com Varsha Bansal 2026-02-15 15:00:00

On January 29, a Blackhawk helicopter crashed into a commercial airliner in the skies over Washington, DC. The collision killed all 67 people on board both aircraft, including the pilots. But online, a different pilot—one that wasn’t even present—was being blamed for the tragedy. Within two days, the rumor spread like wildfire. The morning of January 31, Jo Ellis, a part-time pilot with the Virginia Army National Guard, woke up to messages from a friend warning that she was being named online a

Topics: crash ellis people pilot transgender

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Transform 2025: Why observability is critical for AI agent ecosystems

venturebeat.com Vb Staff 2026-02-16 06:50:00

The autonomous software revolution is coming. At Transform 2025, Ashan Willy, CEO of New Relic and Sam Witteveen, CEO and co-founder of Red Dragon AI, talked about how they’re instrumenting agentic systems for measurable ROI and charting the infrastructure roadmap to maximize agentic AI. New Relic provides observability to customers by capturing and correlating application, log, and infrastructure telemetry in real time. Observability goes beyond monitoring — it’s about equipping teams with the

Topics: agentic agents ai code observability

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Latest Tech News

I extracted the safety filters from Apple Intelligence models

Why the simplest desktop agent abstraction wins

Just Ask for Generalization (2021)

Problems the AI industry is not addressing adequately

Joe Rogan’s Latest Episode Will Make You Question Everything About AI

I'm Losing All Trust in the AI Industry

This is the letter Donald Trump sent Apple to keep TikTok on the App Store

Big Brother at the Border Is Searching for a ‘Hidden Language’ in People’s Text Messages

Context Engineering for Agents

WASM Agents: AI agents running in the browser

The Person in Charge of Testing Tech for US Spies Has Resigned

The Percentage of Tasks AI Agents Are Currently Failing At May Spell Trouble for the Industry

New Research Debunks Myth That Brain Cells Stop Growing After Childhood

Google rolls out its new Veo 3 video-generation model globally

Dust hits $6M ARR helping enterprises build AI agents that actually do stuff instead of just talking

Ilya Sutskever will lead Safe Superintelligence following his CEO’s exit

From Sensual Butt Songs to Santa’s Alleged Coke Habit: AI Slop Music Is Getting Harder to Avoid

Don’t let hype about AI agents get ahead of reality

This affordable Lenovo ThinkPad rivals laptops twice the price - and now it's even cheaper

Writing Code Was Never the Bottleneck

Google rolls out its new Veo 3 video generation model globally

Serenading Cells with Audible Sound Alters Gene Activity

What to build instead of AI agents

Whole-genome ancestry of an Old Kingdom Egyptian

Capital One builds agentic AI to supercharge auto sales

Amazon's Andy Jassy says AI will take some jobs but make others more 'interesting'

Confidence in agentic AI: Why eval infrastructure must come first

Gene therapy restored hearing in deaf patients

A Trans Pilot Was Falsely Blamed for a Plane Crash. Now She’s Fighting the Right-Wing Disinfo Machine

Transform 2025: Why observability is critical for AI agent ecosystems

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