Nvidia has unveiled a new software toolkit that helps businesses more safely build and run autonomous agents with the OpenClaw platform. OpenClaw allows developers to build autonomous agents that can plan and execute tasks on their own using subagents that can tackle specialized tasks, access local file systems, and delegate. Nvidia's NemoClaw is designed to help agents run safely in an enterprise context within contained virtual environments. Nvidia is working with OpenClaw's creator to make agents more trustworthy, scalable, and accessible.
Apple's AirPods Max 2 features an updated H2 chip that makes active noise canceling up to 1.5 times more effective compared to the original AirPods Max. It should also make transparency mode more natural due to a new digital signal processing algorithm. The H2 chip also adds support for adaptive audio and Conversation Awareness, a feature that automatically lowers the volume when someone starts talking to you. It also adds support for live translation and voice isolation. The AirPods Max 2 will be available for preorder on March 25 for an early April launch for $549.
As the first engineer on TLDR's new Applied AI team, you'll build AI agents to automate end-to-end workflows and lead our context engineering project to allow non-technical teammates create their own AI workflows. Learn more [20].
Fueled by a 1.5X increase in IPC from its Olympus cores and an innovative high-bandwidth design, the new Vera CPUs claim impressive 50% performance gains over standard CPUs.
GLP-1s are made up of a chain of amino acids chemically bonded together, which just looks like food to the body, making it hard to create an oral formulation.
Companies that aren't seeing increases in revenue despite productivity improvements could be oversized and may need to adjust revenue multiples accordingly.
Google is rolling out Android developer verification in the coming weeks, requiring app makers outside of the Play Store to register with their real names and pay a fee to Google or have their apps blocked from installation on virtually all Android devices.
Nvidia plans to unveil details about its agentic optimized CPUs at its annual GTC conference kicking off today. CPUs are becoming a bottleneck in the AI and agentic workflow. Agentic AI requires a lot of general compute power as they move large amounts of data around for AI workflows. The CPU market growth rate could exceed GPU growth by 2028. Leading CPU providers have warned customers in China of supply shortages, and lead times and prices have already increased.
Uber co-founder Travis Kalanick has launched a venture focused on creating gainfully employed robots for the food, mining, and transport industries. Atoms has thousands of employees and has been in stealth for eight years. Its plans include infrastructure for better food, more productive mines, and a wheelbase for robots in transportation.
China has approved its first-ever invasive brain-computer interface (BCI) product, a device for adult patients who are partially paralyzed due to spinal cord injury. In trials, the device helped patients improve their ability to hold and grab objects with their hands. BCI companies receive backing from the state as the technology is one of the six strategic industries of the future in its latest five year plan. The Chinese government has pledged to streamline regulatory review and set up reimbursement guidelines.
Comprehension debt is a hidden cost to human intelligence and memory that results from excessive reliance on AI and automation. It is the growing gap between how much code exists in a system and how much of it any human being genuinely understands. It can lead to teams not being able to explain why design decisions had been made or how different parts of the system are supposed to work together. The debt has to be paid sooner or later, and interest accrues rapidly.
This post outlines an agentic workflow that allows developers and agents to work together around the clock. The developer takes the 'day shift', while AI agents work overnight. The developer prepares as much as they can during the day shift for the agents to work autonomously as they rest, finishing tasks by the next morning. The workflow has helped the author spend less time babysitting and much more time thinking about the problems they need to solve.
Symbolic capital is reputation - the accumulated weight of being someone worth listening to. It helps things convert better, faster. There is a lot of symbolic capitalism to be earned these days thanks to social media. The people with the most power and the most to gain have turned X into a gaming platform for symbolic capital.
The mainframe is thriving! Big Iron Bits: a Mainframe Mockumentary explains why everyone needs Big Iron. Think _The I.T. Crowd_ meets _Silicon Valley_.
Autoresearch shows how autonomous systems become much more useful when you reduce them to a tight harness with clear boundaries, a stable metric, reversible experiments, and good operational discipline.
Elon Musk has ordered another round of job cuts at xAI, saying that the company was not built right the first time so it is being rebuilt from the foundations up.
Musk didn't elaborate on any details about the project, but his previous statements indicate that it is a semiconductor facility project that will enable his companies to get enough supply of AI accelerators.
Dear Aliens is an open-ended competition to write humanity's first message to aliens. Run by the folks behind funnest.world, free to enter and $2k cash prize for the winner!
Building something that needs search data? SerpApi converts Google, Maps, Shopping, and other search engines into structured APIs. Just a simple GET request.
Meta's new foundational AI model, Avocado, has fallen short on internal tests for reason, coding, and writing. It is not performing as strongly as the leading AI models from rivals like Google, OpenAI, and Anthropic. The model's release will be delayed until at least May while Meta works on improving it. Meta's leaders are already thinking about the next AI model, which will be named Watermelon.
Google Maps has implemented a feature called Ask Maps that helps users plan trips and answers complex questions about locations. Powered by Gemini, it is accessible via a button up near the search bar. It works like a chatbot, so users can send follow-up prompts to refine and expand on its suggestions. Ask Maps is rolling out now in the US and India, but only on Android and iOS. Web support will come later.
Data-first home robot company Sunday Robotics has announced a Series B raise. The company's unique approach claims zero robot data, with a focus on real-world data only. It uses exact duplicates of tools mounted on robot arms to collect all of its robot data while data collectors wear a hat that captures wide field-of-view RGB camera images. The company has developed a glove that allows it to create a distributed network of operators to collect high-quality, diverse data at a massive scale.
Factory-manufactured homes can, in certain cases, yield substantial cost savings over conventional construction. A single-wide manufactured home is probably around 40% to 50% cheaper than an equivalent site-built home. However, these savings quickly disappear with larger and more complex homes. This doesn't mean the industrialization of home building is a doomed enterprise, but it does show how it is an enormously complex problem.
You've built the perfect fine-tuned model - but running it on generic cloud infrastructure, you're going to hit performance bottlenecks. The culprit? Standard infra that wasn't designed for proprietary architectures.
The Perplexity API platform replaces model providers, search layers, and embeddings. It allows developers to swap between the latest frontier models and configure curated presets, tool access, step limits, and token budgets, all from one endpoint. Developers have direct access to the same index that powers Perplexity to call real-time information with citations within apps and agents. They will also have access to the same execution environment that Perplexity uses internally as a standalone service.
Shopify's Liquid is an open-source Ruby template engine somewhat inspired by Django. Its developer found dozens of new performance micro-optimizations using a variant of Andrej Karpathy's Autoresearch, a system that runs hundreds of semi-autonomous experiments to find new effective training techniques. Implementing the optimizations resulted in a 53% improvement on benchmarks, an impressive improvement for a code base that's been tweaked with hundreds of contributors over 20 years. The experiment shows how effective the Autoresearch pattern can be.
The market instability in February was a preview of what it feels like when the increasing ability of AI starts to interact with markets, jobs, and governments all at once. While feelings of uncertainty will likely spread further, uncertainty is not the same as helplessness. The choices that individuals and organizations make now matter because there is still time to influence the direction the technology develops. Every organization trying to figure out a good way to use AI right now is setting a precedent for everyone else.
A huge amount of modern work is already hollow. People sit in meetings that don't matter, produce things that won't last, and perform a version of productivity that everyone silently pretends is real. Most mass layoffs aren't really due to some AI revolution, but because those jobs were already obsolete. AI is bringing in an era where the constraints of work that told us what to do, who to be, and how to spend our days are dissolving. It will take us some time to learn how to deal with this freedom.
As the first engineer on TLDR's new Applied AI team, you'll build AI agents and composable Claude Skills to let non-technical teammates create their own AI workflows. Learn more [15].
This post describes a vibe coding system that uses types as specifications, which forces compilers to reject code until they can produce a valid proof that the output satisfies the specification.
Apple's upcoming foldable iPhone will have an iPad-like layout when opened. It will be able to run apps side-by-side for the first time. The interior foldable display will be roughly the size of an iPad mini. The external screen will be about the size of the display on a small iPhone. Apple is developing new iOS app layouts so developers can adapt their software to the new interface.
Elon Musk has revealed a new joint project between Tesla and xAI called 'Macrohard' or 'Digital Optimus' aimed at creating a system capable of emulating the functions of software companies. The project pairs xAI's Grok with a Tesla-developed AI agent that processes real-time computer screen video and keyboard and mouse actions. The system will run on Tesla's in-house AI4 chip paired with xAI's Nvidia-based server hardware. xAI applied for a trademark for 'Macrohard' in August 2025.
Anduril is acquiring ExoAnalytic Solutions, a space intelligence firm that operates a network of sensors that monitor the movements of satellites above Earth. The acquisition will more than double Anduril's staff dedicated to space projects. Anduril is best known for developing autonomous weapons such as cruise missiles, jet-powered missile interceptors, and underwater drones. The purchase of ExoAnalytic will accelerate Anduril's work on supporting national security space customers.