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LLM Inference Handbook

On this page Introduction LLM Inference in Production is your technical glossary, guidebook, and reference - all in one. It covers everything you need to know about LLM inference, from core concepts and performance metrics (e.g., Time to First Token and Tokens per Second), to optimization techniques (e.g., continuous batching and prefix caching) and operation best practices. Practical guidance for deploying, scaling, and operating LLMs in production. Focus on what truly matters, not edge cas

DC Is Considering Spinoff Shows for ‘Superman’ Supporting Characters

Superman has barely taken off in theaters, but two of its supporting characters already could be moving ahead. A new report from the Wall Street Journal says that DC Studios president and Superman writer-director James Gunn is considering spinoffs centering on Mister Terrific, played by Edi Gathegi, as well as Jimmy Olsen, played by Skyler Gisondo. io9 has reached out to Warner Bros. for comment or clarification and will update this story if or when we hear back. The move makes sense, though, s

The 37 Best Movies on HBO Max Right Now (July 2025)

As the birthplace of prestige TV shows like The Sopranos and The Wire, HBO—and, by extension, HBO Max—is best known for its impressive lineup of original series. The network has also been upping the ante with feature-length content that is the stuff of Oscar dreams. Below is a list of some of our favorite films streaming on HBO Max—from Oscar-winning epics to dystopian sci-fi classics. If you decide you’re in more of a TV mood, head over to our picks for the best shows on HBO Max. If you’re loo

Topics: best film life new oscar

The First ‘Red Sonja’ Trailer Feels Like an Early Aughts Throwback

Late last night the first trailer for Red Sonja, Dynamite Comic’s iconic chain-mail-bikini-clad warrior brought to life by Revenge star Matilda Lutz, hit the web, and it’s time to party like it’s 2004. The trailer, which might’ve revealed a bit too much about what happens in the film, all but promises to be a nostalgic throwback to sweeping fantasy and stylized action vibes from the early to mid-aughts. Directed by MJ Bassett (Rogue, Solomon Kane), Red Sonja follows the titular hero, who, after

43 of the Best Movies on Netflix You Should Stream Right Now

In the 10 years since releasing its first original film Beasts of No Nation, Netflix has evolved into a power player in the movie scene, earning honors at award shows like the Oscars and Golden Globes. The streaming giant received 18 Oscar nominations in 2025 and took home three: two for Emilia Perez and one for best documentary short with The Only Girl in the Orchestra. Popular action films and comedies such as Sicario, Carry On and The Old Guard have also helped make Netflix a destination for

How ‘Star Wars’ Inspired a Late Change to James Gunn’s ‘Superman’

During post-production on Superman, writer-director James Gunn ran into a problem. “We found that people loved the movie but that they were confused about the world they were entering,” Gunn told io9 recently. And so, to fix that problem, late in the filmmaking process, he looked to another one of his favorite films for the fix. When Superman hits theaters this week, it opens with six sentences that set up not just the world of the DC Universe, but Superman’s origin and the film’s plot, all in

A New Kind of AI Model Lets Data Owners Take Control

A new kind of large language model, developed by researchers at the Allen Institute for AI (Ai2), makes it possible to control how training data is used even after a model has been built. The new model, called FlexOlmo, could challenge the current industry paradigm of big artificial intelligence companies slurping up data from the web, books, and other sources—often with little regard for ownership—and then owning the resulting models entirely. Once data is baked into an AI model today, extract

LangChain is about to become a unicorn, sources say

LangChain, an AI infrastructure startup providing tools to build and monitor LLM-powered applications, is raising a new round of funding at an approximate $1 billion valuation led by IVP, according to three sources with knowledge of the deal. LangChain began its life in late 2022 as an open-source project founded by Harrison Chase, who was then an engineer at machine learning startup Robust Intelligence. After generating significant developer interest, Chase transformed the project into a start

‘Superman’ Soars

It takes mere seconds for James Gunn’s Superman to cast a spell on its audience. The film is not just an introduction to a brand-new Superman but to an entire new DC Universe, and with a very clever, very exciting, very intense collection of sentences that appear on screen, it’s instantly clear how different and resonant this film is about to be. The information sets the tone, stage, and stakes in moments, as each statement reverberates with intensity and anticipation. And that’s just the first

Smollm3: Smol, multilingual, long-context reasoner LLM

SmolLM3: smol, multilingual, long-context reasoner Published July 8, 2025 Update on GitHub Base model: https://hf.co/HuggingFaceTB/SmolLM3-3B-Base Instruct and reasoning model: https://hf.co/HuggingFaceTB/SmolLM3-3B Small language models are becoming increasingly important as users seek capable models that can be deployed efficiently. The community has produced a fascinating range of capable small models, each pushing the boundaries of what's possible at this scale. With SmolLM3, we're excit

Why the US and Europe could lose the race for fusion energy

The US and Europe were the dominant public funders of fusion energy research and are home to many of the world’s pioneering private fusion efforts. The West has consequently developed many of the basic technologies that will make fusion power work. But in the past five years China’s support of fusion energy has surged, threatening to allow the country to dominate the industry. The industrial base available to support China’s nascent fusion energy industry could enable it to climb the learning c

The 50 Best Movies on Netflix Right Now (July 2025)

Netflix has plenty of movies to watch. Maybe too many. Sometimes finding the right film at the right time can seem like an impossible task. Let us help you. Below is a list of some of our favorites currently on the streaming service—from dramas to comedies to thrillers. If you decide you’re in more of a TV mood, head over to our collection of the best TV series on Netflix. Want more? Check out our lists of the best sci-fi movies, best movies on Amazon Prime, and the best flicks on Disney+. If

Walmart Deals 2025 are live with a bunch of anti-Prime Day sales to shop now

Engadget has been testing and reviewing consumer tech since 2004. Our stories may include affiliate links; if you buy something through a link, we may earn a commission. Read more about how we evaluate products . Amazon Prime Day is usually met with competing sales from other retailers, and this year is no different. Walmart’s summer sale is back this year, competing with Prime Day and running for an extra two days. You can shop the sale at Walmart from July 8 through July 13, snagging discount

Walmart Plus membership is 50% off, and has something Amazon doesn't: the Nintendo Switch 2

With Prime Day kicking off, consumers are flocking to Amazon for all the best deals. But one of the best things about Prime Day is all the other major retailers looking to cash in on the shopping palooza, offering similar (or better) deals on top products -- and even membership opportunities. Also: The best Prime Day deals live now Right now, Walmart is discounting its Walmart+ membership program by 50% ahead of its Walmart Deals event, starting on July 7 for Walmart+ members. To sweeten the d

Denis Villeneuve Will Shoot All of ‘Dune Messiah’ in IMAX

Dune: Part Two was masterful on its own, but in IMAX, it was truly breathtaking. When director Denis Villeneuve opened his aspect ratio up to the full screen 1:43:1 for scenes such as Paul riding the sandworm, it was like traveling from the theater to Arrakis itself. So, it’s no surprise that, hot on the heels of Christopher Nolan’s The Odyssey becoming the first ever Hollywood feature to be filmed entirely with full-screen IMAX 70mm-capable film cameras, we now know the second film to achieve t

Why are there no good dinosaur films?

“Because the movie delivers on the bottom line, I’m giving it three stars. You want great dinosaurs, you got great dinosaurs.” -Roger Ebert In Steve Brusatte’s non-fiction book The Rise and Fall of the Dinosaurs, the self-described Jurassic Park fanatic discusses the ways that Spielberg and co. failed the reality of the T. rex. Brusatte writes that while a Tyrannasaur could indeed run quite fast, adults couldn’t move as quickly as their young. Therefore, an adult wouldn’t be able to speed up en

Wicked’s Jon M. Chu will direct Mattel’s live-action Hot Wheels movie

is a senior reporter who’s been covering and reviewing the latest gadgets and tech since 2006, but has loved all things electronic since he was a kid. Hoping to recapture the popularity of the Barbie movie that grossed over $1.44 billion worldwide, toy maker Mattel has announced that Wicked’s Jon M. Chu will direct its upcoming live-action Hot Wheels movie, with Juel Taylor and Tony Rettenmaier, whose credits include Creed II and They Cloned Tyrone, writing the script. The film was first annou

Bosses Are Using AI to Decide Who to Fire

Though most signs are telling us artificial intelligence isn't taking anyone's jobs, employers are still using the tech to justify layoffs, outsource work to the global South, and scare workers into submission. But that's not all — a growing number of employers are using AI not just as an excuse to downsize, but are giving it the final say in who gets axed. That's according to a survey of 1,342 managers by ResumeBuilder.com, which runs a blog dedicated to HR. Of those surveyed, 6 out of 10 admi

Optimizing Tool Selection for LLM Workflows with Differentiable Programming

Modern agentic architectures rely heavily on chaining LLM calls. A typical pattern looks like: Use an LLM to decide which tool to invoke Call the tool (e.g. search, calculator, API) Use another LLM call to interpret the result and generate a final response This structure is easy to reason about, simple to prototype, and generalizes well. But it scales poorly. Each LLM call incurs latency, cost, and token overhead. More subtly, it compounds context: every step includes not only the original q

‘X-Files’ Composer Mark Snow Dies at Age 78

Mark Snow, the composer for a number of TV shows including The X-Files and its spinoff series Millennium, passed away on Friday, according to Variety. He was 78 and is the latest TV and film composer to pass away, preceded by Mission: Impossible’s Lalo Schifrin at the end of June. Born August 26, 1946 as Martin Fulterman, Snow began his career working with other composers to do background music for the 1975-1976 series The Rookies and 1976’s The Boy in the Plastic Bubble. Over the decades, his

11 Great Horror Movies to Watch on Prime Video This Weekend

Want to see what petrifying picks await on Prime Video? Horror lovers can watch classic films like The Texas Chain Saw Massacre and newer flicks like the gothic horror tale Nosferatu. Ads are now a part of the streaming service but if you'd prefer to watch your spooky content without commercial interruptions, you can pay an additional fee to remove them. Here are some highly rated horror films to satisfy your cravings. Dim the lights, grab the popcorn and enjoy your creepy feature. Focus Featu

VLLM: Easy, Fast, and Cheap LLM Serving with PagedAttention

GitHub | Documentation | Paper LLMs promise to fundamentally change how we use AI across all industries. However, actually serving these models is challenging and can be surprisingly slow even on expensive hardware. Today we are excited to introduce vLLM, an open-source library for fast LLM inference and serving. vLLM utilizes PagedAttention, our new attention algorithm that effectively manages attention keys and values. vLLM equipped with PagedAttention redefines the new state of the art in LL

You can still get a Walmart Plus membership for 50% off and snag exclusive access to Walmart's anti-Prime Day sale

The summer sale season is here. Plus, with Prime Day (and concurrent sales) kicking off next week, there's no better time to scour the internet for deals, discounts, and top savings at every retailer as they compete for your cash. Also: The best Prime Day deals live now Perhaps the best thing about Prime Day season is that other major retailers are looking to cash in on the shopping palooza, offering similar or better offerings on top products -- and even membership opportunities. Right now, W

AV1@Scale: Film Grain Synthesis, The Awakening

AV1 @ Scale: Film Grain Synthesis, The Awakening Unleashing Film Grain Synthesis on Netflix and Enhancing Visuals for Millions Netflix Technology Blog 8 min read · 1 day ago 1 day ago -- Listen Share Li-Heng Chen, Andrey Norkin, Liwei Guo, Zhi Li, Agata Opalach and Anush Moorthy Picture this: you’re watching a classic film, and the subtle dance of film grain adds a layer of authenticity and nostalgia to every scene. This grain, formed from tiny particles during the film’s development, is more

Walmart’s Android 14 update for Onn devices returns after widespread bricking issues

Lanh Nguyen / Android Authority TL;DR Walmart paused the rollout of its Android 14 update for Onn streaming devices after widespread reports of bricked units. The company recently started rolling out a fresh build with update-related bug fixes to address the issue. The update is available for the Onn 4K Pro, Onn Stick, and newer Onn 4K models. Walmart recently released the long-awaited Android 14 update for its Onn 4K Pro streaming box. In a surprise move, the company also extended the updat

The 27 Best Movies on Apple TV+ Right Now (July 2025)

When it comes to originals, Netflix and Amazon have the deepest libraries of prestige movies. But ever since CODA won the Best Picture Oscar, it’s become clear that some of the best movies are on Apple TV+. As with any streaming service, not every film on the roster is a winner, but from the Billie Eilish documentary to Sundance darlings, Apple’s streaming service is building up a strong catalog to run alongside its growing slate of beloved TV shows. Below are WIRED’s picks for flicks you shou

Topics: best deaf film life movie

Tools: Code Is All You Need

Tools: Code Is All You Need If you've been following me on Twitter, you know I'm not a big fan of MCP right now. It's not that I dislike the idea; I just haven't found it to work as advertised. In my view, MCP suffers from two major flaws: It isn’t truly composable. Most composition happens through inference. It demands too much context. You must supply significant upfront input, and every tool invocation consumes even more context than simply writing and running code. A quick experiment make

Writing Code Was Never the Bottleneck

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

LLMs as Compilers

LLMs as compilers 7/2/2025 by Kadhir So far, I've only used LLMs as an assistant, where I'm doing something, and an LLM helps me along the way. Code autocomplete feels like a great example of how useful it can be when it gets it right. I don't doubt that over time this will improve, but I'm excited to see a more significant transition from this assistant mode to a compiler mode, at least for coding. It will be exciting when we focus solely on the context we fed the LLM, then test the features