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How procedural memory can cut the cost and complexity of AI agents

Want smarter insights in your inbox? Sign up for our weekly newsletters to get only what matters to enterprise AI, data, and security leaders. Subscribe Now A new technique from Zhejiang University and Alibaba Group gives large language model (LLM) agents a dynamic memory, making them more efficient and effective at complex tasks. The technique, called Memp, provides agents with a “procedural memory” that is continuously updated as they gain experience, much like how humans learn from practice.

Best early Costco Labor Day deals 2025: 15+ sales up to $1,700 off

'ZDNET Recommends': What exactly does it mean? ZDNET's recommendations are based on many hours of testing, research, and comparison shopping. We gather data from the best available sources, including vendor and retailer listings as well as other relevant and independent reviews sites. And we pore over customer reviews to find out what matters to real people who already own and use the products and services we’re assessing. When you click through from our site to a retailer and buy a product or

The "Wow!" signal was likely from extraterrestrial source, and more powerful

A new study has re-examined the famous "Wow!" signal, finding that it likely has an extraterrestrial origin after all, and may have been even more intense than previously believed. The rest of this article is behind a paywall. Please sign in or subscribe to access the full content. On August 15, 1977, at the Big Ear radio telescope observatory at Ohio State University, a narrowband radio signal was received. A few days later, astronomer Jerry Ehman reviewed the data and noticed the signal sequ

SpaCy: Industrial-Strength Natural Language Processing (NLP) in Python

spaCy: Industrial-strength NLP spaCy is a library for advanced Natural Language Processing in Python and Cython. It's built on the very latest research, and was designed from day one to be used in real products. spaCy comes with pretrained pipelines and currently supports tokenization and training for 70+ languages. It features state-of-the-art speed and neural network models for tagging, parsing, named entity recognition, text classification and more, multi-task learning with pretrained trans

Cascata delle Marmore

Waterfall in Umbria, Italy and tallest man-made waterfall in the world The Cascata delle Marmore (Italian: [kaˈskaːta delle ˈmarmore]) or Marmore Falls is a tiered, man-made waterfall in Italy, created by the Romans in 271 BC. At 165m (541 feet) tall, it is the largest man-made waterfall in the world.[1] It is located 7.7 km from Terni, in the region of Umbria.[2] History [ edit ] In ancient times, the Velino River fed a wetland in the Rieti Valley. In 271 BC, in order to reclaim the land (an

Infinite Threads

Textiles account for 5% of landfill space—and clothing made with polyester can take up to 200 years to decompose. Massachusetts tackled the problem by banning disposal of clothing and fabrics in 2022. And Infinite Threads, a spinoff of the Undergraduate Association Sustainability Committee, is addressing it by collecting lightly used clothing from the MIT community and selling it for $2 to $6 per item at popup sales held several times each semester. “Our goal is simple: We want to keep clothing

Reimagining sound and space

“It would be very difficult to teach biology or engineering in a studio designed for dance or music,” Jay Scheib, section head for Music and Theater Arts, told MIT News shortly before the building officially opened. “The same goes for teaching music in a mathematics or chemistry classroom. In the past, we’ve done it, but it did limit us.” He said the new space would allow MIT musicians to hear their music as it was intended to be heard and “provide an opportunity to convene people to inhabit the

Anthropic reaches a settlement over authors' class-action piracy lawsuit

Anthropic has settled a class-action lawsuit brought by a group of authors for an undisclosed sum. The move means the company will avoid a potentially more costly ruling if the case regarding its use of copyright materials to train artificial intelligence tools had moved forward. In June, Judge William Alsup handed down a mixed result in the case, ruling that Anthropic's move to train LLMs on copyrighted materials constituted fair use. However the company's illegal and unpaid acquisition of tho

Silk Typhoon hackers hijack network captive portals in diplomat attacks

State-sponsored hackers linked to the Silk Typhoon activity cluster targeted diplomats by hijacking web traffic to redirect to a malware-serving website. The hackers used an advanced adversary-in-the-middle (AitM) technique to hijack the captive portal of the network and send the target to the first-stage malware. Google Threat Intelligence Group (GTIG) tracks the threat actor as UNC6384 and, based on tooling, targeting, and infrastructure, believes it is associated with the Chinese threat act

Citrix fixes critical NetScaler RCE flaw exploited in zero-day attacks

Citrix fixed three NetScaler ADC and NetScaler Gateway flaws today, including a critical remote code execution flaw tracked as CVE-2025-7775 that was actively exploited in attacks as a zero-day vulnerability. The CVE-2025-7775 flaw is a memory overflow bug that can lead to unauthenticated, remote code execution on vulnerable devices. In an advisory released today, Citrix states that this flaw was observed being exploited in attacks on unpatched devices. "As of August 26, 2025 Cloud Software G

Cascata Delle Marmore

Waterfall in Umbria, Italy and tallest man-made waterfall in the world The Cascata delle Marmore (Italian: [kaˈskaːta delle ˈmarmore]) or Marmore Falls is a tiered, man-made waterfall in Italy, created by the Romans in 271 BC. At 165m (541 feet) tall, it is the largest man-made waterfall in the world.[1] It is located 7.7 km from Terni, in the region of Umbria.[2] History [ edit ] In ancient times, the Velino River fed a wetland in the Rieti Valley. In 271 BC, in order to reclaim the land (an

When to Stream 'South Park' Season 27, Episode 4

Comedy Central Predicting what will happen in a South Park episode is hard, but anticipating when a new installment will stream might be even tougher. The hit satirical series had its season 27 premiere date pushed by two weeks and then announced its second installment would drop two weeks after the first. Since then, it's become customary for new episodes to air every other week. While we don't have additional details on what the next South Park will entail, another aspect of the show is mor

DOGE accused of copying entire Social Security database to insecure cloud system

A Social Security Administration (SSA) official alleged in a whistleblower disclosure that DOGE officials created "a live copy of the country's Social Security information in a cloud environment that circumvents oversight." Chuck Borges, the SSA's Chief Data Officer (CDO), "has become aware through reports to him of serious data security lapses, evidently orchestrated by DOGE officials, currently employed as SSA employees, that risk the security of over 300 million Americans' Social Security da

US‘s spike in electricity use is slowing down a bit

On Tuesday, the US Energy Information Agency released its latest data on how the US generated electricity during the first six months of 2025. The data suggests the notable surge in power use is flattening out a bit compared to earlier in the year, with the growth in coal use falling along with it. And despite the best efforts of the Trump Administration, the boom in solar power continues, with solar looking poised to pass hydroelectric before the year is out. Growing, but moderating For the l

EchoStar stock skyrockets 70% on AT&T deal to buy wireless spectrum for $23 billion

EchoStar stock roared more than 70% higher on Tuesday after AT&T said it agreed to purchase certain wireless spectrum licenses from the telecom company for about $23 billion in an all-cash deal. The sale will add about 50 megahertz of mid-band and low-band spectrum to AT&T's network, with the licenses covering more than 400 markets across the U.S., AT&T said. The deal is expected to close in mid-2026, pending regulatory approval. EchoStar said in a regulatory filing that the transaction is par

People Are REALLY Mad at These AI Glasses That Record Everything Constantly

Are you looking forward to a future of casual but supercharged surveillance, in which inconspicuous wearable devices record everything private you do — ostensibly in service of making you "super intelligent?" Evidently, readers, you are not. Users on social media have responded with horror and outrage to a pair of smart glasses developed by a startup called Halo that its creators, a pair of Harvard dropouts, claim will feed you live AI-powered insights while logging and transcribing every conv

All the world’s polygons

How real is your world? How do you know? Maybe it’s the gentle sway of leaves in the wind. Or the sound of crickets chirping at dusk. Or the softness of the light in the summer. Take a step back, blink. Turn your head to the side. Are you sure? From the earliest 8-bit bush in The Legend of Zelda (1986) to the peatbog sublime of Death Stranding (2018), video games have long been on a quest for perfect simulation. The benefits are obvious: more convincing worlds equals more immersive gameplay; mor

Rv, a new kind of Ruby management tool

rv , a new kind of Ruby management tool For the last ten years or so of working on Bundler, I’ve had a wish rattling around: I want a better dependency manager. It doesn’t just manage your gems, it manages your ruby versions, too. It doesn’t just manage your ruby versions, it installs pre-compiled rubies so you don’t have to wait for ruby to compile from source every time. And more than all of that, it makes it completely trivial to run any script or tool written in ruby, even if that script or

Topics: install ruby run rv tool

Michigan Supreme Court: Unrestricted phone searches violate Fourth Amendment

The Michigan Supreme Court has drawn a firm line around digital privacy, ruling that police cannot use overly broad warrants to comb through every corner of a person’s phone. In People v. Carson, the court found that warrants for digital devices must include specific limitations, allowing access only to information directly tied to the suspected crime. We obtained a copy of the opinion for you here (the opinion starts on page 5). Michael Carson became the focus of a theft investigation involv

Arlo Announces a New Lineup of AI-Powered Security Cameras

Arlo's next generation of security cameras is officially here, and they're all in on AI. New versions of the Arlo Essential, Pro and Ultra cameras integrate with Arlo Intelligence features. The Arlo Essential cameras are some of the company's lowest-priced offerings, because they're basic security cameras without any bells and whistles. Arlo provides different options for 2K resolution or HD recording and plug-in or battery-operated variants. Read more: Best Home Security Cameras of 2025: My P

Parallels Desktop 26 offers a lot to enterprise users, a little to consumers

The new version of Mac virtual machine software Parallels Desktop, which is most often used to run Windows applications on modern Macs, has just arrived. Parallels Desktop 26 has a lot to offer to the enterprise, but for most end users, it's a pretty minor upgrade mainly meant to prepare for the upcoming launch of the next version of macOS. (It's worth noting that the "26" for this release represents a new versioning scheme meant to map closely to how Apple is now labeling its own operating sys

An Astonishing Number of Men Are Dying Because They Refuse to Go to the Doctor

Image by Getty / Futurism Treatments Men appear to be dying disproportionately from preventable diseases and conditions way more than women, and in many cases it's their own damn fault: because they're refusing to go to the doctor until it's too late. In interviews with the New York Times, doctors and public health experts expressed concerns with the state of men's preventative care, which they say many chaps tend to ignore — to their own peril. Breaking this issue down between men and women

Marshall's first party speaker unsurprisingly looks like a guitar amp

Marshall just introduced its very first party speaker, the Bromley 750. It looks a whole lot like a guitar amp, which makes sense given the company's pedigree. Also, instrument amps are basically just big speakers anyways. This Bluetooth speaker includes a replaceable battery that allows for more than 40 hours of use before requiring a charge. It produces 360-degree stereophonic sound that Marshall says will "find its way through any crowd." It also features a "sound character knob" that change

Meta is launching a California super PAC

Meta is throwing its resources behind a new super PAC in California. According to Politico, the group will support state-level political candidates who espouse tech-friendly policies, particularly those with a loose approach to regulating artificial intelligence. The budget behind the social media company's new super PAC, dubbed Mobilizing Economic Transformation Across (Meta) California, is reported to be in the tens of millions of dollars, but no exact figure has been disclosed. California ha

Salesloft breached to steal OAuth tokens for Salesforce data-theft attacks

Hackers breached sales automation platform Salesloft to steal OAuth and refresh tokens from its Drift chat agent integration with Salesforce to pivot to customer environments and exfiltrate data. The ShinyHunters extortion group claims responsibility for these additional Salesforce attacks. Salesloft's SalesDrift is a third-party platform that connects the Drift AI chat agent with a Salesforce instance, allowing organizations to sync conversations, leads, and support cases into their CRM. Acc

Snag this 85-inch Samsung QLED TV for less than $2,000 on Amazon

'ZDNET Recommends': What exactly does it mean? ZDNET's recommendations are based on many hours of testing, research, and comparison shopping. We gather data from the best available sources, including vendor and retailer listings as well as other relevant and independent reviews sites. And we pore over customer reviews to find out what matters to real people who already own and use the products and services we’re assessing. When you click through from our site to a retailer and buy a product or

T-Mobile will give you 4 free Google Pixel phones right now - here's how the deal works

'ZDNET Recommends': What exactly does it mean? ZDNET's recommendations are based on many hours of testing, research, and comparison shopping. We gather data from the best available sources, including vendor and retailer listings as well as other relevant and independent reviews sites. And we pore over customer reviews to find out what matters to real people who already own and use the products and services we’re assessing. When you click through from our site to a retailer and buy a product or

All the Polygons

How real is your world? How do you know? Maybe it’s the gentle sway of leaves in the wind. Or the sound of crickets chirping at dusk. Or the softness of the light in the summer. Take a step back, blink. Turn your head to the side. Are you sure? From the earliest 8-bit bush in The Legend of Zelda (1986) to the peatbog sublime of Death Stranding (2018), video games have long been on a quest for perfect simulation. The benefits are obvious: more convincing worlds equals more immersive gameplay; mor

Anthropic Settles High-Profile AI Copyright Lawsuit Brought by Book Authors

Anthropic has reached a preliminary settlement in a class action lawsuit brought by a group of prominent authors, marking a major turn in of the most significant ongoing AI copyright lawsuits in history. The move will allow Anthropic to avoid what could have been a financially devastating outcome in court. The settlement agreement is expected to be finalized September 3, with more details to follow, according to a legal filing published on Tuesday. Lawyers for the plaintiffs did not immediately

Health Connect prepares to track your favorite vices (APK teardown)

Mishaal Rahman / Android Authority TL;DR Health Connect gives Android users a tool to store their health and fitness data in a centralized repository. In addition to regular health metrics, Health Connect is getting ready to keep track of nicotine and alcohol consumption. Nicotine reporting will support different consumption methods, like cigarettes and vaping. Let’s be honest: Android Health Connect needs work. The system has the best of intentions, offering a tool for organizing and making