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Ask HN: Best foundation model for CLM fine-tuning?

Hi, I have a largish (2 GB) corpus of curated, high-quality text in some low-resource language, and I want to build a model that would provide an advanced "auto complete" service for writers. I'm thinking of taking a decoder-only model such as Llama, Mistral or Gemma, slice off the embedding layers (which are based on unneeded languages), create new ones (perhaps initialized based on a FastText model trained on the corpus), paired with a tokenizer newly created from my corpus, then train the m

Lewis and Clark marked their trail with laxatives

Audio version is not yet available By Finn J.D. John January 26, 2025 AS LEWIS AND CLARK’S Corps of Discovery made its way across the continent to Oregon, the men (and woman) of the party probably weren’t thinking much about their place in history. So they weren’t taking any particular pains to document their every movement. There were, however, some particular pains they were experiencing with every movement, so to speak ... as a result of a relentlessly low-fiber diet: Everyone was constip

Escape from Tarkov is finally coming to Steam 'soon,' developer says

Following news that Escape from Tarkov is escaping its perpetual beta, the pioneering extraction shooter is also about to make its debut on Steam. Nikita Buyanov, head of the Battlestate Games studio that developed Escape from Tarkov, confirmed on X that the game's Steam page "will be available soon," only teasing that the full details will come later. Buyanov's confirmation comes less than a day after the developer posted a GIF on X of a man spraying steam from an iron. Earlier this month, Buy

Installing UEFI Firmware on ARM SBCs

I am a huge fan of my Rock 5 ITX+. It wraps an ATX power connector, a 4-pin Molex, PoE support, 32 GB of eMMC, front-panel USB 2.0, and two Gen 3×2 M.2 slots around a Rockchip 3588 SoC that can slot into any Mini-ITX case. Thing is, I never put it in a case because the microSD slot lives on the side of the board, and pulling the case out and removing the side panel to install a new OS got old with a quickness. I originally wanted to rackmount the critter, but adding a deracking difficulty multi

‘Cyberpunk: Edgerunners’ and ‘Devilman Crybaby’ are Thankfully Getting Blu-Ray Releases

To everyone’s benefit, Netflix has been gradually putting out physical versions for some of its fan-favorite shows. For the anime fans, you’ll be more than happy to hear are Cyberpunk: Edgerunners and Devilman Crybaby are the next two series to leave Netflix jail by the end of 2025. Earlier in the week, Crunchyroll opened up pre-orders for the box sets for both shows. Devilman’s Blu-Ray puts the entire 10-episode series on two discs. Developed by Science Saru, the anime is based on Go Nagai’s D

A Single Typo in Your Medical Records Can Make Your AI Doctor Go Dangerously Haywire

A single typo, formatting error, or slang word makes an AI more likely to tell a patient they're not sick or don't need to seek medical care. That's what MIT researchers found in a June study currently awaiting peer review, which we covered previously. Even the presence of colorful or emotional language, they discovered, was enough to throw off the AI's medical advice. Now, in a new interview with the Boston Globe, study coauthor Marzyeh Ghassemi is warning about the serious harm this could ca

‘Call of Duty’ May Enlist for a Movie Adaptation

Activision Blizzard and Microsoft’s Call of Duty franchise could take its blockbuster success to the big screen. According to Puck’s Matt Belloni, Paramount is currently negotiating for film rights to the long-running shooter series. Getting this IP is said to be a “tough priority” for new Paramount head David Ellison, since it’d be another major gaming property in the studio’s portfolio after Sonic the Hedgehog. There’s a new Call of Duty game annually—Treyarch and Raven’s Black Ops 7 lands in

The Verge’s favorite gifts for book lovers

PopSocket grips might be closely associated with smartphones, but they work surprisingly well with most e-readers. That’s because they let you prop up or securely hold any big-screen device with just one hand, making them a handy tool for those looking for a little more convenience. The fact that they come in an array of fun styles is just a plus.

Bitwig Studio 6 details revealed, and editing gets a big boost

We get it. After years of DAWs leapfrogging in similar directions, the new generation of music tools made it easier to start projects, get inspiration, and improvise. But sometimes they played catchup on editing and automation. Bitwig Studio 6’s details are here, and it feels like editing automation, clips, and more are looking as fresh as those other tools, all in an updated UI. The beta is out now. Beta testing is free now if you’re ready to give this a look. You’ll need an active Upgrade Pla

Red: A programming language inspired by REBOL

Red Programming Language Red is a programming language strongly inspired by Rebol, but with a broader field of usage thanks to its native-code compiler, from system programming to high-level scripting, while providing modern support for concurrency and multi-core CPUs. Red tackles the software building complexity using a DSL-oriented approach (we call them dialects) . The following dialects are built-in: Red/System: a C-level system programming language compiled to native code Parse: a power

Are people's bosses making them use AI tools?

This is not the usual type of content you will have come to expect from Piccalilli, but I feel like this topic, specifically, is an important aspect of our work to cover because as I see it, making or encouraging your development staff to use AI tools in their work is extremely short-sighted and risky. I want to support that stance with some conversations I’ve had with people actually doing the work and their mostly less than favourable experiences. I asked this across question social media:

Topics: ai asked design tools use

Compositional Datalog on SQL: Relational Algebra of the Environment

I spent some time before making Datalogs that translated into SQL. https://www.philipzucker.com/tiny-sqlite-datalog/ There are advantages. SQL engines are very well engineered and commonly available. SQLite and DuckDB are a pretty great one-two punch. A new twist on how to do this occurred to me that seems very clean compared to my previous methods. Basically, the relational algebra style of SQL actually meshes with manipulating the Datalog body environments (sets of named variables bindings)

Agent Client Protocol (ACP)

The Agent Client Protocol standardizes communication between code editors (IDEs, text-editors, etc.) and coding agents (programs that use generative AI to autonomously modify code). The protocol is still under development, but it should be complete enough to build interesting user experiences using it. AI coding agents and editors are tightly coupled but interoperability isn’t the default. Each editor must build custom integrations for every agent they want to support, and agents must implemen

Are we decentralized yet?

This page measures the concentration of user data on the Fediverse and the Atmosphere according to the Herfindahl–Hirschman Index (HHI), an indicator from economics used to measure competition between firms in an industry. Mathematically, HHI is the sum of the squares of market shares of all servers. Values close to zero indicate perfectly competitive markets (eg. many servers, with users spread evenly), while values close to 10000 indicate highly concentrated monopolies (eg. most users on a si

Disney Gives New Looks at ‘Toy Story 5,’ ‘Zootopia 2,’ and More

Originality is still alive at Disney, and it’s taking the form of 2026’s Hexed. Unveiled during the studio’s Destination 23 event, the Walt Disney Animation Studios film from Zootopia and Raya and the Last Dragon artist Josie Trinidad and Moana 2 co-director Jason Hand centers on “an awkward teenage boy and his Type – A mom,” per the logline. When they discover his oddness is actually magic powers manifesting, they learn of a secret world of magic that’ll forever transform their lives. (A premi

Premier League Soccer: Livestream Man United vs. Burnley From Anywhere

Manchester United will look to ease the pressure on beleaguered manager Ruben Amorim on Saturday as it faces newly promoted Burnley at Old Trafford in the English Premier League. Below, we'll outline the best live TV streaming services for watching Premier League games as they happen, wherever you are in the world, and how to use a VPN if it's not available where you are. Amorim's role as the Red Devils' boss has come under increased scrutiny following its shock penalty shoot-out defeat in the

Verizon’s ‘software issue’ has disconnected many wireless customers across the US

is a senior editor following news across tech, culture, policy, and entertainment. He joined The Verge in 2021 after several years covering news at Engadget. Posts from this author will be added to your daily email digest and your homepage feed. Verizon has confirmed to customers in stores and online that its network is having an issue on Saturday. Many people have been unable to connect and make or receive calls for hours, while DownDetector’s tracker peaked in the afternoon at around 3:30PM

Why the New York Times Claimed Life Had Been Found on Mars

If you followed news about either the media industry or space exploration back in 2021, you probably remember when the New York Times accidentally published a story claiming that watermelons had been found on the planet Mars. "Authorities say rise of fruit aliens is to blame for glut of outer space watermelons," read the story, which the newspaper deleted less than an hour later, but is still accessible in an archived snapshot. "The FBI declined to comment on reports of watermelons raining down

This iPhone trick hides my apps in a secret folder only I can access - here's why I love it

'ZDNET Recommends': What exactly does it mean? ZDNET's recommendations are based on many hours of testing, research, and comparison shopping. We gather data from the best available sources, including vendor and retailer listings as well as other relevant and independent reviews sites. And we pore over customer reviews to find out what matters to real people who already own and use the products and services we’re assessing. When you click through from our site to a retailer and buy a product or

The 13+ best Walmart Labor Day deals 2025: Sales on Apple, Samsung, LG, and more

'ZDNET Recommends': What exactly does it mean? ZDNET's recommendations are based on many hours of testing, research, and comparison shopping. We gather data from the best available sources, including vendor and retailer listings as well as other relevant and independent reviews sites. And we pore over customer reviews to find out what matters to real people who already own and use the products and services we’re assessing. When you click through from our site to a retailer and buy a product or

Agent Client Protocol

The Agent Client Protocol standardizes communication between code editors (IDEs, text-editors, etc.) and coding agents (programs that use generative AI to autonomously modify code). The protocol is still under development, but it should be complete enough to build interesting user experiences using it. AI coding agents and editors are tightly coupled but interoperability isn’t the default. Each editor must build custom integrations for every agent they want to support, and agents must implemen

Premier League Soccer: Stream Leeds vs. Newcastle Live From Anywhere

Two sides looking for positive results after testing weeks go toe-to-toe in an intriguing clash on Saturday, as Leeds host Newcastle in the English Premier League. Below, we'll outline the best live TV streaming services for watching Premier League games as they happen, wherever you are in the world, and how to use a VPN if it's not available where you are. Leeds come into this match following a humiliating midweek Carabao Cup exit to crisis club Sheffield Wednesday, who fielded a starting 11

This 3-in-1 charger has a retractable superpower that's a must for travel

'ZDNET Recommends': What exactly does it mean? ZDNET's recommendations are based on many hours of testing, research, and comparison shopping. We gather data from the best available sources, including vendor and retailer listings as well as other relevant and independent reviews sites. And we pore over customer reviews to find out what matters to real people who already own and use the products and services we’re assessing. When you click through from our site to a retailer and buy a product or

Meta will sell you refurbished Ray-Ban smart glasses for $76 off - how to find them

Jason Hiner/ZDNET Meta Ray-Bans have often been very difficult to find in stock at both retailers and online stores for the past two years -- and they rarely go on sale. But one of the best ways to not only get a 20% discount but also find some of the styles that have been discontinued or are rarely ever in stock is to use the little-known Meta Refurbished AI Glasses online store. I recently ordered a pair of Meta Ray-Bans in the Skylar style with the Shiny Caramel finish with Polar Brown lens

10 pocket-sized tools that make life easier - and how I use each

My keychain essentials. Adrian Kingsley-Hughes/ZDNET Follow ZDNET: Add us as a preferred source on Google. I've collected my fair share of multitools and gadgets, but I've lost track of how often I've needed one -- only to realize it's sitting at home or in the car. Carrying a full toolbox everywhere just isn't practical. What I do have with me almost all the time, though, is my keychain -- and it turns out, it's the perfect way to keep essential tools within reach. Also: Are Amazon Basics t

God created the real numbers

God created the real numbers 07-14-2025 7:37PM (ET) 08-28-2025 12:03AM (ET) (edited) W. Jherek Swanger writes in his introduction to Camillo Agrippa's "A Treatise on the Science of Arms, with a philosophical Dialogue (1553)" that: "Scienzia [...] was and is often held to relate only to the study of the eternal: that which exists in nature, or was created by God. Thus theology and astronomy/astrology are held to be sciences. Indeed, Ridolfo Capoferro held that strictly speaking fencing is not

Marvell stock slumps 18% after chipmaker's data center revenue, forecast disappoint

Shares of Marvell Technology plunged 18% on Friday after the artificial intelligence chipmaker's data center revenue fell short of estimates and it gave lackluster guidance for the current quarter. Here's how the company did in comparison with LSEG consensus estimates: Earnings per share: 67 cents adjusted vs. 66 cents expected 67 cents adjusted vs. 66 cents expected Revenue: $2.01 billion vs. $2.01 billion expected Revenue jumped 58% from a year ago in the fiscal second quarter that ended A