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Next.js 15.2 introduces a redesigned error debugging experience with improved UI and stack traces. The update also implements streaming metadata, allowing for faster initial UI rendering by decoupling it from metadata generation. Turbopack performance has been improved with faster compile times and reduced memory usage. Experimental support has been added for React View Transitions and Node.js Middleware.
Tach is a Python tool, written in Rust, designed to enforce dependencies and interfaces in Python projects. It makes sure imports come from declared dependencies, cross-module calls use public interfaces, and prevents dependency cycles.
Journalists are being recruited by companies like Outlier, owned by Scale AI, to train LLMs for tech giants like Meta and OpenAI. These platforms offer remote, flexible gig work where journalists use their writing, research, and fact-checking skills to improve AI model accuracy. Some journalists see this trend as contributing to the obsolescence of their profession, while others view it as a way to gain knowledge about AI and adapt to the changing world.
The job market is experiencing a "Big Freeze," with hiring slowing a lot and workers less likely to quit. This unusual situation is unseen by economists and comes from employers' anxieties after the Great Resignation and uncertainties about the economy and political landscape. This freeze disproportionately affects young professionals, adding blockers to their career advancement and wage growth.
12 AI models, including 10 local and 2 cloud-based, were tested to generate alt-text for 10,000 images on this developer's blog, where 9,000 lack descriptions. Cloud models like GPT-4o and Claude 3.5 performed best, while local models such as LLaVA and MiniCPM-V showed okay but less accurate results.
A former Meta employee who was laid off in spring 2023 created a roguelike pachinko/plinko game called Ballionaire, launched it on Steam in December 2024 after working on it intensely throughout the year, and has already sold ~200,000 units.
To address the growing problem of memory safety vulnerabilities, these Google engineers advocate for industry-wide standardization of memory safety practices.
Deno's initial HTTP import limitations, while now seen as drawbacks compared to npm specifiers, were actually beneficial features that encouraged simplicity, security, and a web-like approach to development.
This is a work-in-progress decompilation project for Minecraft: Legacy Console Edition (Nintendo Switch v1.0.17), which recreates the game's source code by using symbols from the Wii U Edition and the Switch Edition's typeinfo.
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Your code might be more vulnerable than you think.
DeepSeek is looking to maintain the momentum gained by the debut of its R1 reasoning model by rushing its new R2 model to market as quickly as possible. It first planned to launch R2 in early May, but it now wants to move the release date forward. The model will likely have improved coding skills and be able to reason in languages other than English. DeepSeek has a chance to shake up the market once again, especially with GPT-4.5's arrival in a few weeks.
Claude Plays Pokémon is a livestream on Twitch where Anthropic's newest AI model, Claude 3.7 Sonnet, plays a game of Pokémon Red. Anthropic says Pokémon is a good benchmark for its model as it can effectively 'think' through the sorts of puzzles the game contains. The model has managed to win three gym leader badges. However, it has run into several issues, such as being unable to navigate around a wall and confusing other NPCs for Professor Oak inside his laboratory.
A SpaceX Falcon 9 rocket containing a lunar robot, lander, and satellite, as well as a mission to an asteroid, is scheduled to blast off today. The blastoff will ideally occur at 7:17 PM ET. NASA will be livestreaming the launch on its website. This article contains links to the livestream and details about each of the payloads.
One of the payloads on SpaceX's Falcon 9 rocket launch today is an Intuitive Machines mission that will stay on the surface of the moon for approximately three weeks before returning to Earth. The lander contains a mini data center belonging to Lonestar Data Holdings that weighs just 1 kilogram and contains 8 terabytes of SSD storage. Moon-based data centers would be protected from Earthly hazards such as natural disasters, war, and other disruptions. They would also not be subject to the laws of any nation, allowing them to accommodate a diverse customer base. These data centers could be powered entirely through solar and naturally cooled through the environment.
Gemini Code Assist for individuals is a free version of Gemini Code Assist that is now globally available in Visual Studio Code, GitHub, and JetBrains' IDEs. Powered by Gemini 2.0, it supports all programming languages in the public domain. Google is offering up to 180,000 free code completions per month on Gemini Code Assist. The tool supports up to 128,000 input tokens in chat, allowing developers to use large files and ground Gemini Code Assist with a broader understanding of their codebases.
A lot of data pipelines spend the bulk of their CPU time deserializing JSON. If you want to build a fast stream processing engine, you need to start with a fast JSON deserialization strategy. This post is aimed at helping developers gain some intuition for how to work with columnar data, something many engineers find challenging and unfamiliar with in our typically row-oriented world. It covers batched decoding, column building, streaming extensions, and more.
There is currently sufficient incentive for the leading research labs to raise money and continue investing in new foundation models, even as competition drives API prices down relentlessly. Getting to a future where the US has a strong AI industry running on US-made chips will take significant interventions in the market to undo the overwhelming incentives for US companies to simply rely on TSMC. Such a shift will take time, which is why making Taiwan indispensable to China's technology industry is the price that needs to be paid in the meantime.
While the examples of the work Deep Research can do OpenAI has provided look great, there are several issues with the tool. It appears the tool made intern-level mistakes when sourcing its data for one of the examples. While these models are definitely getting better, any model that generates mistakes can't be trusted. The best use cases for tools like this so far are for tasks where the error rate doesn't matter.
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Claude 3.7 Sonnet apparently cost just a few tens of millions of dollars to train, not factoring in related expenses - a sign of how relatively cheap it is becoming to release state-of-the-art models.
This post looks at the settings in git defaults that even the core developers change.
Handling HTTP/2 is better left to the infrastructure entry point, typically the load balancer or reverse proxy, as they have to decrypt and decompress the request to know what to do with it, so there is no need to re-encrypt and re-compress it to forward to the app server.
Some complex problems can be solved by transforming them into document ranking problems, which large language models can be used effectively for.
This site contains a collection of high quality, open data sets assembled to accelerate the creation of virtual cell models.
GoatDB is a real-time, version-controlled database for Deno, React, and low-friction deployments ideal for prototyping, self-hosting, single-tenant apps, and ultra-light multi-tenant setups without heavy backends or complex DBs.
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Vanta automates up to 90% of the evidence collection process for top frameworks like SOC 2, ISO 27001, ISO 42001, and HIPAA so you can close bigger deals and scale faster.
OpenAI has rolled out deep research to paying ChatGPT users. This system card details its safety protocols, including external red teaming, risk evaluations, and key mitigations implemented.
Anthropic's extended thinking mode, introduced in Claude 3.7 Sonnet, allows the model to allocate more cognitive effort to complex problems and make its thought process visible for greater transparency and trust.
Qatar signed a five-year deal with Scale AI to implement AI tools for improving government services, focusing on predictive analytics and automation. Scale AI plans to develop over 50 AI applications for Qatar to aid in streamlining operations. This move positions Qatar as a rising AI hub in competition with Saudi Arabia and the UAE.
XLabs has trained a number of useful LoRAs on top of the powerful Flux model. The most popular is the realism model.
EmbodiedEval is a comprehensive and interactive benchmark designed to evaluate the capabilities of MLLMs in embodied tasks.
This blog post discusses how Character AI reduced the KV cache usage for its large scale inference systems. It explores how to implement the reduction in a minimal version of a GPT model. The replication reduces memory usage by 40%.
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Users dislike the context switch and friction involved in opening a helpdesk ticket — which leads to issues not being surfaced, or getting logged correctly. Companies are using solutions such as HelpDesk+ to integrate AI-powered chatbots into Teams or Slack, allowing users to submit Jira tickets without losing context and flow.
R1-OneVision is a versatile large multimodal model designed for complex visual reasoning tasks. It integrates visual and textual data to excel in mathematics, science, deep image understanding, and logical reasoning.
This code and model suite provides efficient estimations of where people are looking, which is valuable for commerce, manufacturing, and security applications.
LightningDiT is an efficient and modular diffusion model toolkit designed for scalable and versatile generative AI applications.
Rabbit has showcased its AI agent controlling Android apps, achieving its earlier R1 launch claims. The AI can execute tasks such as finding videos and gathering cocktail ingredients, though with some inefficiencies. Rabbit will continue to refine the agent. It has announced plans for a multi-agent system update soon.
Google Cloud has launched A4X VMs powered by Nvidia's GB200 NVL72 systems, featuring 72 B200 GPUs and 36 Grace CPUs, designed for large-scale AI and high-concurrency applications. They offer four times the training efficiency of previous A3 VMs and integrate seamlessly with Google Cloud services for enhanced performance. A4X is targeted at intensive AI workloads, while A4 VMs cater to general AI training.
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This Thursday, Elastic is hosting experts from Vectorize, Galileo, and Google Cloud to discuss the next steps in AI - an expanding ecosystem, more developer choices, and integration dilemmas. Join live
Scientists have unveiled Evo-2, the largest biological AI model, trained on 128,000 genomes, to design chromosomes, interpret DNA, and understand non-coding sequences linked to disease.
Google's AI co-scientist system replicated a decade of antibiotic-resistant superbug research in two days, providing additional plausible hypotheses.
Leading UK creatives are protesting the government's plan to relax copyright rules to accommodate AI, fearing it will harm artists' incomes and cultural heritage.
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* 40% of wealthy Americans plan to buy vacation homes abroad next year. * The market is estimated to be $1.3 trillion in North America alone, and the world's top investors are paying attention. * Pacaso [4] is a proptech powerhouse launched by ex-Zillow founders [4] and backed by investors such as SoftBank, Greycroft, and Maveron. * Pacaso's co-ownership model enables buyers to co-purchase luxury homes, reducing both buy-in and long-term costs. * Three years after launch, it's already reached $1 billion in gross real estate transactions and service fees.
Aya Miyaguchi is stepping down as Executive Director of the Ethereum Foundation to become its President, allowing her to focus on expanding Ethereum's vision and institutional relationships while preserving its core values. Miyaguchi emphasizes Ethereum's resilience, decentralized growth, and the foundation's role as a steward rather than a controller, reinforcing the importance of maintaining Ethereum's integrity through credible neutrality, community leadership, and thoughtful evolution.