Date: 2026-08-04 | Generated: 15:57:47
This chapter is divided into eight parts; they are: β’ Metrics for LLM Inference β’ Measuring a Single Request β’ Warmup and Synchronization β’ Measuring GPU Work with CUDA Events β’ Measuring Memory Usage β’ Measuring Concurrent Requests β’ Multiple GPUs and Multiple Machines β’ Cost per Token The most common inference metrics are: β’ Latency: How long a request takes from start to finish.
In this article, you will learn how static, dynamic, and continuous batching work in LLM inference, and why the differences between them matter at production...
This chapter is divided into nine parts; they are: β’ Reading Logits from a Model β’ Greedy Decoding β’ Temperature Sampling β’ Top-$k$ Sampling β’ Nucleus Sampling β’ Repetition Penalties β’ Beam Search β’ Stop Conditions β’ Structured Output Constraints The model returns a vector of logits for every position in the input sequence.
Explore new education plugins for ChatGPT Work and Codex that help Kβ12 teachers, college educators, and students learn, teach, research, and build.
OpenAI addresses Appleβs baseless lawsuit, corrects claims about its employees, and shares messages documenting what happened.
GPT-Live enables continuous voice interaction with AI, using a turnless speech model and low-latency architecture for faster, more natural conversations.
Circles uses the OpenAI API and Codex to power AI-native telco experiences, increasing ARPU by 22%, reducing churn by 9%, and improving development efficiency.
A cloud security finding becomes useful only when someone decides what matters, assigns an owner, and follows it through. For The post CSPM adoption jumped 60%. Tickets stayed open. appeared first on The New Stack.
Thibault Sottiaux, who leads core products at OpenAI, believes that todayβs version of Codex will seem outdated before the year The post Todayβs Codex will feel βprimitiveβ by fall β and its own teamβs roadmap backs it up appeared first on The New Stack.
OpenAI shared a big research update this week, announcing that an internal version of Astra, its next frontier model, created The post OpenAIβs Astra just proved 10 long-standing math and science theorems. The tokens cost $2,000. appeared first on The New Stack.
For the past two years, most of the conversations about AI and software development have centered on security: How do The post Claude, Gemini, and GPT-5 can handle every SDLC task. Almost none of them should. appeared first on The New Stack.
Alibaba this week announced the launch of Qwen3.8-Max. The most powerful model in the Qwen series to date, this multimodal The post Alibaba Qwen3.8-Max reactions: βAn API business model wearing an open source jacketβ appeared first on The New Stack.
When Nvidia announced NOOA (Object-Oriented Agents) last week, it signaled a broader shift in agent development: The harness around a The post Nvidiaβs NOOA makes an agent one Python class appeared first on The New Stack.
The next database scaling problem may not be how big a database gets, but how many databases an enterprise suddenly The post AI agents can create database sprawl issues. YugabyteDBβs solution is more agents! appeared first on The New Stack.
Most open source maintainers will know the feeling of opening GitHub to a growing pile of issues that canβt feasibly The post Astroβs GitHub issue backlog is heading to zero for the first time in 5 years. Now Cloudflare is open-sourcing the tool that did it. appeared first on The New Stack.
Apple now caps how many security reports some researchers can have open at once. And once they hit that cap, The post Appleβs bug bounty limit reveals a problem no one knows how to solve yet appeared first on The New Stack.
Alibaba has launched Qwen3.8-Max, a multimodal model with 2.4 trillion parameters and built for complicated tasks that may take several The post Alibabaβs AI coded for 16 days straight and every commit is on GitHub appeared first on The New Stack.
Ryan welcomes Anurag Goel, CEO and co-founder of Render, to discuss why most startups shouldnβt start by managing their Kubernetes and cloud infrastructure. βββββο»Ώβο»Ώββββββο»Ώο»Ώβο»Ώβββββββββο»Ώββββββο»Ώββββββο»Ώβββββββο»Ώβο»Ώββββββο»Ώββββββο»Ώβββο»Ώββββο»Ώβββββββο»Ώο»Ώββββββο»Ώββββββββββο»Ώβββββββββββββββο»Ώβββββββββββο»Ώβββο»Ώβββο»Ώβββο»Ώβο»Ώβο»Ώββββο»Ώο»Ώββο»Ώο»Ώβββο»Ώββο»Ώββο»Ώβο»Ώββο»Ώββο»Ώβο»Ώβο»Ώβββββββββο»Ώβββο»Ώββο»Ώο»Ώβο»Ώβββββββο»Ώββββββββο»Ώβββο»Ώο»Ώβο»Ώβο»Ώββο»Ώββββο»Ώββο»Ώο»Ώββο»Ώο»Ώββββββο»Ώββο»Ώββββββββο»Ώββο»Ώββββο»Ώο»Ώβββββββββββββο»Ώββββο»Ώο»Ώββο»Ώβββο»Ώο»Ώβββββββββο»Ώο»Ώββο»Ώβββο»Ώβββββββο»Ώβο»Ώββββββο»Ώββο»Ώβββββββο»Ώβ...
Adding manual signal features (Impact Severity, Energy Ratios) boosted Class 2 F1 score but caused metric drop in Class 0 & 1, decreasing total leaderboard performance. Root Causes Multicollinearity: Re-creating Peak-to-RMS ratio when** Crest Factor** was already present. - Dimensional Mismatch: Direct summation of unscaled velocity (mm/s) and acceleration (g). -** Outlier Explosion**: Division by small RMS values creating extreme data spikes. Metric Trade-off: Optimizing features for a single c...
A static Astro site built around one question β what does a page need to look like for a language model to quote it accurately? Separating the parts that definitely work from the parts that are still a bet. I built a website for a self-published book series recently. Small niche, unknown author, no existing audience, no backlinks, no budget. The kind of site that would normally take two years to rank for anything and might never rank at all. So I built it for a different surface. Not "rank #4 fo...
We run a directory of launched software (web apps, SaaS, AI tools) and every listing gets the same deterministic 7-frame benchmark. No LLM in the scoring path, public surface only: the headers and policies a browser sees before you ever sign in. Across 6,289 launched products, here is the security baseline as measured on August 4, 2026: 76% ship with no Content-Security-Policy. CSP is the browser's front line against injected scripts (XSS). 39% have no Strict-Transport-Security header, leaving a...
The OBSBOT Tiny 2 is a webcam bolted to a motorized gimbal. It pans, it tilts, it zooms, and it has an on-device AI that follows you around the room. It's a nice piece of hardware and OBSBOT ships a perfectly good GUI for it. What I wanted was different. I wanted an MCP server, so a model could take a snapshot, look at the picture, find the thing it cared about, and then point the camera at it. Close the loop: see, aim, see again. That needs a protocol. There isn't a published one. Ghidra, headl...
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https://ekxide.io/blog/byte-wise-atomic-wrapper-to-prevent-ub iceoryx2 provides zero-copy inter-process communication mechanisms based on shared memory and data structures that are modified concurrently by multiple processes. One of the key operations in these algorithms is a memory copy using core::ptr::copy. However, this results in undefined behavior if one process reads the data while another process writes to it concurrently. Even if our lock-free algorithm reliably detects such a race, ice...
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The U.S. publisher has been taken private in a deal worth $55 billion.
The game industry hardship fund bundle, meant to support game workers during ongoing mass layoffs, is over halfway through its goal of 200,000 USD.
Roblox Corp is defending its ability to set the 'global standard' for healthy, safe, and age-appropriate digital engagementβall against the backdrop of multiple lawsuits accusing the company of endangering children.
The Last Sentinel developer attributes the job cuts to a shift in creative and development direction for the project.
The company's take-private deal with a consortium led by Saudi Arabia's sovereign wealth fund is expected to conclude later today.
We spoke with Silent Hill series producer Motoi Okamoto and game director Jon McKellan about embracing analog horror and fully immersing players in a new perspective.
The international soccer simulator only launched onto Netflix in June.
Consumers will be expected to pay up to 50 percent more for some console hardware.
Sony has also secured over $510 million in U.S. tariff refunds.
Stay updated with the latest creations from the Unity community. Explore our list of standout games made with Unity in July 2026.
The blockbuster buyout of Electronic Arts has been completed, with Saudi Arabia's Public Investment Fund taking ownership of the gaming giant in the biggest leveraged buyout (LBO) in the history of commerce. The $55 billion deal includes billions in debt for EA, which has prompted fears of massive cost-cutting with projected layoffs, studio closures, and game cancellations. Nothing has been confirmed as of yet, however. "This moment recognizes the extraordinary people whose creativity, ambition,...
In recent years, the trading card game (TCG) environment has seen a boom of new games entering the market. There are still genre mainstays, like Magic: The Gathering, Pokemon, and Yu-Gi-Oh!, which continue to receive support and feature a thriving secondhand market. However, new original IP TCGs like Flesh and Blood and Sorcery are making rounds at the local game store level and beyond. But licensed IP TCGs, like One Piece and the upcoming Cyberpunk TCG, have also taken the tabletop world by sto...
Mistfall Hunter is a fascinating mix of games. On the one hand, itβs a dark fantasy action-RPG with some deep class-building and light souls-like mechanics. On the other, itβs a PvEvP third-person battle royale that sits firmly in the extraction shooter genre. Typically, Iβd avoid the latter kind of game, as my low vision makes shooters difficult for me to play, but for some reason, I just canβt get enough of developer Bellring Gamesβ take on the extraction shooter. In fact, Mistfall Hunter is c...
Life is expensive these days. If you're looking to cut back on spending and want to do away with your PlayStation Plus membership, it's very easy to do so. There are plenty of reasons why you might want to cancel PlayStation Plus, just like there are numerous reasons for cancelling Xbox Game Pass. Below you can find instructions on how to cancel PlayStation Plus, as shared by PlayStation. https://www.youtube.com/watch?v=WiwBu7M023s How to cancel PlayStation Plus from the internet Sign in to Acco...
During last week's Gen Con, Riftbound, the League of Legends trading card game (TCG), boasted a massive presence. Fans were able to enter two different booths to get their hands on cards and exclusive merchandise, as well as meet some of the talent behind the game's creation and design. GameSpot was onsite for the show, and had the opportunity to interview Riftbound Game Director Dave Guskin, during which we learned that the team behind the popular TCG is significantly smaller that you might thi...
Fire Emblem fans had plenty of information to sink their teeth into during today's Fortune's Weave Direct presentation, with new characters, new settings, and a new "gun" showcased during the 22-minute livestream. However, the Direct also threw a wrench into the plans of those who wish to be spoiler-free going into Fortune's Weave, as a major story beat from early in the game was revealed in the final five minutes of the video. We're about to dive into that spoiler right now and its implications...
After launching in English late last year, Riftbound, Riot Games' League of Legends trading card game (TCG), has quickly grown into one of the most popular TCGs to date. The game had a big presence at this year's Gen Con, featuring not one but two large booths that fans could stop by to learn to play, meet some of their favorite creators, and buy convention-exclusive merch. During the show, GameSpot had the opportunity to sit down with Riftbound game director Dave Guskin to chat about some of th...
The 2024 Borderlands movie had a cast full of big names, including multiple Oscar winners, and was based on a popular franchise with countless fans. But the film was a critical and commercial disaster. So what happened? Director Eli Roth told Variety said that the film, which cost a mighty $120 million to produce, was pared back to something that did not line up with his original vision. He said he wants to make things that are "left of center" because this worked for him in the past. However, "...
Marvel Rivals has consistently expanded its roster ever since it went live, and for Season 9.5: The Mystery of Thebes, a sinister underworld figure is being added to the live-service game. Voiced by WWE star Damian Priest--AKA Luis Berrios--The Hood is bringing some demonic energy to Marvel Rivals and some Chainsaw Man vibes. https://youtu.be/YMweqIzyB7s Stepping into the Vanguard role, The Hood balances mobster energy with demonic powerhouse skills. He can easily switch between his human and de...
Valve wasn't joking when they said the next few weeks would be "rocky".
Here's how to finally impress Mistria's most superior transplant.
It may not look like much now, but the CH Products FlightStick was a champion in its day.
The solution is a snap, but it still almost broke us.
Here's how to beat March's competitive side and finally get onto his good side.
The 64GB RAM recommendation turned out be a mistake, but the overall system requirements are still pretty messy.
Amazon subsidiary Zoox unveiled its final production-ready robotaxi design and expanded testing following a subtle redesign to improve rider comfort. The post Zoox unveils production-ready robotaxi for U.S. expansion appeared first on The Robot Report.
Blue Water Autonomy creates unmanned ships that can operate autonomously on the open ocean for months a time. The post U.S. Navy picks Blue Water Autonomy to use autonomous vessels for deep ocean surveys appeared first on The Robot Report.
The race to commercialize humanoids is on. Whatβs left to prove is that humanoid robots can beat the economics of the automation manufacturers are already running. The post Humanoids wonβt scale on factory floors until costs drop appeared first on The Robot Report.
igus says its new twisterchain energy chain provides cable management for challenging industrial robotics applications such as palletizing. The post igus launches energy chain with 600-degree rotation for industrial robots appeared first on The Robot Report.
This Phase I award is only part of HEBI Robotics' roadmap. The company also plans to continue developing its existing actuation hardware. The post HEBI Robotics earns NASA SBIR grant to fast track miniaturized actuators appeared first on The Robot Report.
Reimagine Robotics, founded by former Google DeepMind Applied Robotics leaders, is developing systems that do not require specialized programmers. The post Reimagine Robotics emerges from stealth with robots that βlearn on the jobβ appeared first on The Robot Report.
The U.S. Federal Communications Commission (FCC) βCovered List,β originally published in 2021, identifies communications equipment and services that it says pose a threat to national security. On 28 July, the FCC added mobile, communicating robots weighing more than 2 kilograms and power inverters commonly used in solar panels to the list, meaning that new products from any foreign country in these categories are no longer eligible for import.The move is a Department of Defense (DOD)-driven expa...
For a while there, it seemed as though robotics as a whole was stuck in a mad rush towards building humanoid robots mostly because it was very possible (and very lucrative) to do so, even without near-term goals that were necessarily realistic. Some of the magic of those first couple of years of the humanoid explosion has stuck around, but thereβs also been an industry-wide sobering leading to pointed questions about practicality and value. In other words, starting a commercial humanoid company ...
SpaceX doubled its revenue compared to last year, according to its first quarterly earnings since going public in June.
New findings by the Electronic Frontier Foundation aim to warn app developers that some of the third-party code they place in their apps may also collect their users' location data when they grant permission to the app.
A new SaferAI report finds Z.ai's open-weight GLM-5.2 approaches frontier AI capabilities while lacking key safety mitigations, renewing concerns that powerful open models could outpace governance and safeguards.
Anthropic has been on a cloud partnership spree in recent months, and its latest move is reportedly a $10 billion deal with AI cloud startup Volta.
Wrinkles, available on both iOS and Android, essentially acts as an AI-powered audio tour guide that reveals hidden history and local stories.
The week-old Open Secure AI Alliance, spearheaded by Nvidia and grown to over 120 companies, already has proposals out for defending against AI agents.
Waymo has dropped the waitlist for its robotaxi service in Dallas, the latest step in the company's bid to scale its self-driving technology across the United States, U.K., and Europe.
Starting today, you can take an additional $100 off your founder, investor, or attendee TechCrunch Disrupt 2026 pass, which is a nice bonus on top of our current discounted pricing.
Bingers is a new TV and movie tracker that revives the social features fans loved with TV Time, while adding support for importing their viewing history.
A security vulnerability in the cryptocurrency hardware wallet Coldcard is allowing hackers to drain the crypto from victimsβ wallets. The total losses amount to more than $130 million, according to blockchain-monitoring firms.
SpaceX's AI revenue grew more than three times to $2.6 billion from the year before, mostly because of deals that the company made to provide compute to other AI companies, according to SpaceX's quarterly earnings. The AI division, which the company said in its documents to go public was the source of most of its [β¦]
Electronic Arts has officially become a private company. Last September, EA announced that an investor group led by Saudi Arabia's Public Investment Fund (PIF), Silver Lake, and Affinity Partners would be taking the company private in a $55 billion deal, and on Tuesday, EA said the deal successfully closed. The PIF will reportedly own 93.4 [β¦]
Telegram CEO Pavel Durov blames an extortionist for planting child sexual abuse material (CSAM) in a public chat to get the app temporarily removed from Apple's App Store on Monday night. "Apple removed Telegram from the App Store before contacting us," Durov says in a post on X. "This creates a potential systemic risk for [β¦]
The brand trip is a right of passage for influencers. It's a mark of legitimacy that a sponsor wants to invite them on an all-expenses-paid vacation, often with luxurious freebies and activities. Trips can also spur hard feelings from uninvited influencers, trigger criticism from the public, and project a certain frivolousness. Usually it is fast [β¦]
Memory and storage prices will be inflated for the foreseeable future, so weβre always happy to find a good deal on capable gaming hardware, like this discount on the Lenovo Legion Go S with a Z2 Go processor and SteamOS. Normally $1,137.41 (and selling for close to $1,000 at Best Buy), Lenovo has the handheld [β¦]