Claude Opus 4.8: Capabilities and Reactions
You need a lot of data points to understand a new model, and what you have.

You need a lot of data points to understand a new model, and what you have.

As AI systems become more capable, a lot of resources and effort are being put toward measuring their abilities. Researchers look at technical evaluation metrics, subject AIs to reasoning tests, track their throughput, and much more. But there’s one key metric that often gets overlooked, and it’s arguably the most important of all: What is AI doing to humans?Imran Khan leads psychosocial evaluation of AI at the nonprofit Center for Humane Technology. In a recent essay published on the organizati
<p> Hire AI employees that live in your Slack, Teams, Telegram </p> <p> <a href="https://www.producthunt.com/products/makersclaw?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1161568?app_id=339">Link</a> </p>
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The CSS ::search-text pseudo-element selects the matching text from your browser's "find in page" feature. ::search-text originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.
In recent years, generative AI models like LLMs (large language models) have gradually taken over classical machine learning ones for addressing certain tasks, for instance, text classification .

Travelers built an AI-powered Claim Assistant with OpenAI to guide customers through filing claims, provide 24/7 support, and scale operations during peak demand.
Struggling to combat ad fatigue without burning out your design team? Wonder how your small brand can generate the ad volume Meta's algorithm now requires? In this article, you'll discover a three-step system for using AI to produce high-quality image and video ad creative at scale. Why Most Marketers Are Wrong About AI Ad Creative […] The post AI for Better Ad Creative: 3 Steps to Better Results appeared first on Social Media Examiner .

Discover new Codex plugins, sites, and annotations that help analysts, marketers, designers, investors, and other teams get more done with AI.

What do Google's official GEO guidelines mean for the future of search? Learn why SEO still matters, structured data myths, and how to adapt your current strategy.
DevTools for agents is stable, AI assistance gets major upgrade with Lighthouse and widgets, new WebMCP debugging tools.
CSS gap decorations, disconnecting WebSockets for bfcache, and Intl.Locale variants.
OpenAI calls for global action on youth AI safety, proposing an international institute to strengthen safeguards, standards, and opportunities for young people.
Financial institutions have spent years building AI: fraud models, credit models, recommendation engines and risk systems. While this sprawl of task-specific models has been effective, it’s also constrained by siloed systems. Siloed systems prevent institutions from developing a unified understanding of consumers’ financial behavior. As enterprise datasets keep growing, so does the gap between what […]

Monorepos that deploy many projects can now configure all of their project's Git settings more conveniently. Previously, if you wanted to consistently configure each project's settings for commit status, repository_dispatch events , etc., you had to click through to every project's settings and consistently apply the same setting. Now, you can do it all in one place. Try it out in project settings or visit the docs to learn more! Read more
Please post your personal projects, startups, product placements, collaboration needs, blogs etc. Please mention the payment and pricing requirements for products and services. Please do not post link shorteners, link aggregator websites , or auto-subscribe links. -- Any abuse of trust will lead to bans. Encourage others who create new posts for questions to post here instead! Thread will stay alive until next one so kee
Agentic AI is getting physical. At COMPUTEX on Tuesday, NVIDIA announced NVIDIA JetPack 7.2 and NVIDIA NemoClaw support on NVIDIA Jetson. JetPack 7.2 brings agentic AI skills, Yocto project support, NVIDIA CUDA 13 on NVIDIA Jetson Orin, a substantial performance gain on Jetson AGX Orin 32GB module and Multi-Instance GPU (MIG) support on NVIDIA Jetson […]

As AI agents move from the digital world to the physical environment, they can readily use NVIDIA Jetson to accelerate real-world deployment with optimized...

The Next Era of Knowledge Work report explores how Codex is transforming productivity through AI-powered research, data analysis, workflow automation, and content creation.
A huge analysis of gene expression across species revealed genetic hallmarks of aging and could accelerate anti-aging treatments. The post How Fast Are You Aging? New Genetic Clock May Have the Answer appeared first on SingularityHub .

The Chat SDK web adapter now has first-class support for Vue and Svelte, joining the existing React integration. Because the adapter speaks the AI SDK UI message stream protocol , the same server route works. Each framework ships its own useChat , built on the matching AI SDK package for React, Vue, or Svelte. The Vue and Svelte helpers return a reactive Chat instance, so read chat.messages and chat.status directly in your template rather than destructuring. The api and threadId options match th
Chat SDK now ships the Slack adapter 's primitives as standalone imports for apps that already handle their own routing, state, or workflow execution. Use only what you need: Request verification and payload parsing ( @chat-adapter/slack/webhook ) Markdown formatting ( @chat-adapter/slack/format ) Fetch-based Web API calls ( @chat-adapter/slack/api ) Block Kit conversion ( @chat-adapter/slack/blocks ) Each subpath skips the full Chat runtime, so your imports stay clean. To get started, read the
You can now generate time-bound signed URLs for Vercel Blob . A signed URL is a scoped URL with an expiry that allows you to upload, download, inspect, or delete a specific object without giving access to your entire Blob store. Each URL is scoped to a single operation ( put , get , head , or delete ), a single pathname, and an expiry you choose, up to 7 days. The signature covers the operation and constraints, so a URL signed for a GET can't be reused as a PUT . Direct uploads from the browser
If you want to financially support the development of Rust, please consider donating to the Rust Foundation Maintainers Fund. A few months ago, the Rust Foundation announced the Rust Foundation Maintainers Fund (RFMF). Since then, the Rust Project has been closely cooperating wit
The rise of autonomous, long-running AI agents has introduced a new class of compute demand, namely tasks that maintain large context windows, spawn concurrent...

OpenAI frontier models GPT-5.5 and GPT-5.4, and Codex, the OpenAI coding agent, are available on Amazon Bedrock. Deploy frontier models on Bedrock's high performance inference engine with built-in security, governance, and pay-per-token pricing.
Elastic build machines now monitor your build's memory usage and automatically adjust to prevent out-of-memory (OOM) failures: If your build is fast but memory-intensive, we will no longer downgrade you to a smaller machine If your build is close to running out of memory, we will automatically upgrade to a higher tier If your build fails due to an out-of-memory error, the next deployment will automatically run on a higher tier Thresholds are set conservatively to balance deployment reliability a
The Instagram accounts for the Obama White House and the Chief Master Sergeant of the U.S. Space Force were briefly defaced with pro-Iranian images and messages over the weekend, after instructions began circulating on Telegram showing how to trick Meta's "AI support assistant" bot into resetting account passwords.

Our approach to AI policy and political advocacy, transparency, support for thoughtful regulation and AI safety, and that no outside political group speaks on the company’s behalf.
We investigated why firmware updates were causing our core servers to take four hours to reboot. By diving into UEFI data structures and iPXE automation, we eliminated unnecessary timeouts and cut boot times back down to minutes.

Learn how Googlers used AI to produce Google I/O 2026.



Memory is arguably the most serious constraint on modern AI large language models (LLMs). According to one influential paper, LLM token generation is an inherently memory-bound task, meaning the rate at which models output text is limited by how quickly data can be read in from memory. The severity of this bottleneck grows with model size. This creates a “memory wall” that holds back LLM inference performance.AI hardware startup Majestic Labs is taking a direct—and comprehensive—approach to solv

TL;DR: This case study demonstrates how LinkedIn re-architected its distributed linear programming solver, DuaLip, by developing a GPU-accelerated PyTorch version to handle extreme-scale optimization challenges like web applications. This transition...
