AI

'We Could've Asked ChatGPT': UK Students Fight Back Over Course Taught By AI (theguardian.com) 55

An anonymous reader shared this report from the Guardian: James and Owen were among 41 students who took a coding module at the University of Staffordshire last year, hoping to change careers through a government-funded apprenticeship programme designed to help them become cybersecurity experts or software engineers. But after a term of AI-generated slides being read, at times, by an AI voiceover, James said he had lost faith in the programme and the people running it, worrying he had "used up two years" of his life on a course that had been done "in the cheapest way possible".

"If we handed in stuff that was AI-generated, we would be kicked out of the uni, but we're being taught by an AI," said James during a confrontation with his lecturer recorded as a part of the course in October 2024. James and other students confronted university officials multiple times about the AI materials. But the university appears to still be using AI-generated materials to teach the course. This year, the university uploaded a policy statement to the course website appearing to justify the use of AI, laying out "a framework for academic professionals leveraging AI automation" in scholarly work and teaching...

For students, AI teaching appears to be less transformative than it is demoralising. In the US, students post negative online reviews about professors who use AI. In the UK, undergraduates have taken to Reddit to complain about their lecturers copying and pasting feedback from ChatGPT or using AI-generated images in courses.

"I feel like a bit of my life was stolen," James told the Guardian (which also quotes an unidentified student saying they felt "robbed of knowledge and enjoyment".) But the article also points out that a survey last year of 3,287 higher-education teaching staff by edtech firm Jisc found that nearly a quarter were using AI tools in their teaching.
Encryption

Cryptologist DJB Criticizes Push to Finalize Non-Hybrid Security for Post-Quantum Cryptography (cr.yp.to) 21

In October cryptologist/CS professor Daniel J. Bernstein alleged that America's National Security Agency (and its UK counterpart GCHQ) were attempting to influence NIST to adopt weaker post-quantum cryptography standards without a "hybrid" approach that would've also included pre-quantum ECC.

Bernstein is of the opinion that "Given how many post-quantum proposals have been broken and the continuing flood of side-channel attacks, any competent engineering evaluation will conclude that the best way to deploy post-quantum [PQ] encryption for TLS, and for the Internet more broadly, is as double encryption: post-quantum cryptography on top of ECC." But he says he's seen it playing out differently: By 2013, NSA had a quarter-billion-dollar-a-year budget to "covertly influence and/or overtly leverage" systems to "make the systems in question exploitable"; in particular, to "influence policies, standards and specification for commercial public key technologies". NSA is quietly using stronger cryptography for the data it cares about, but meanwhile is spending money to promote a market for weakened cryptography, the same way that it successfully created decades of security failures by building up the market for, e.g., 40-bit RC4 and 512-bit RSA and Dual EC. I looked concretely at what was happening in IETF's TLS working group, compared to the consensus requirements for standards-development organizations. I reviewed how a call for "adoption" of an NSA-driven specification produced a variety of objections that weren't handled properly. ("Adoption" is a preliminary step before IETF standardization....) On 5 November 2025, the chairs issued "last call" for objections to publication of the document. The deadline for input is "2025-11-26", this coming Wednesday.
Bernstein also shares concerns about how the Internet Engineering Task Force is handling the discussion, and argues that the document is even "out of scope" for the IETF TLS working group This document doesn't serve any of the official goals in the TLS working group charter. Most importantly, this document is directly contrary to the "improve security" goal, so it would violate the charter even if it contributed to another goal... Half of the PQ proposals submitted to NIST in 2017 have been broken already... often with attacks having sufficiently low cost to demonstrate on readily available computer equipment. Further PQ software has been broken by implementation issues such as side-channel attacks.
He's also concerned about how that discussion is being handled: On 17 October 2025, they posted a "Notice of Moderation for Postings by D. J. Bernstein" saying that they would "moderate the postings of D. J. Bernstein for 30 days due to disruptive behavior effective immediately" and specifically that my postings "will be held for moderation and after confirmation by the TLS Chairs of being on topic and not disruptive, will be released to the list"...

I didn't send anything to the IETF TLS mailing list for 30 days after that. Yesterday [November 22nd] I finished writing up my new objection and sent that in. And, gee, after more than 24 hours it still hasn't appeared... Presumably the chairs "forgot" to flip the censorship button off after 30 days.

Thanks to alanw (Slashdot reader #1,822) for spotting the blog posts.
The Internet

How the Internet Rewired Work - and What That Tells Us About AI's Likely Impact (msn.com) 105

"The internet did transform work — but not the way 1998 thought..." argues the Wall Street Journal. "The internet slipped inside almost every job and rewired how work got done."

So while the number of single-task jobs like travel agent dropped, most jobs "are bundles of judgment, coordination and hands-on work," and instead the internet brought "the quiet transformation of nearly every job in the economy... Today, just 10% of workers make minimal use of the internet on the job — roles like butcher and carpet installer." [T]he bigger story has been additive. In 1998, few could conceive of social media — let alone 65,000 social-media managers — and 200,000 information-security analysts would have sounded absurd when data still lived on floppy disks... Marketing shifted from campaign bursts to always-on funnels and A/B testing. Clinics embedded e-prescribing and patient portals, reshaping front-office and clinical handoffs. The steps, owners and metrics shifted. Only then did the backbone scale: We went from server closets wedged next to the mop sink to data centers and cloud regions, from lone system administrators to fulfillment networks, cybersecurity and compliance.

That is where many unexpected jobs appeared. Networked machines and web-enabled software quietly transformed back offices as much as our on-screen lives. Similarly, as e-commerce took off, internet-enabled logistics rewired planning roles — logisticians, transportation and distribution managers — and unlocked a surge in last-mile work. The build-out didn't just hire coders; it hired coordinators, pickers, packers and drivers. It spawned hundreds of thousands of warehouse and delivery jobs — the largest pockets of internet-driven job growth, and yet few had them on their 1998 bingo card... Today, the share of workers in professional and managerial occupations has more than doubled since the dawn of the digital era.

So what does that tell us about AI? Our mental model often defaults to an industrial image — John Henry versus the steam drill — where jobs are one dominant task, and automation maps one-to-one: Automate the task, eliminate the job. The internet revealed a different reality: Modern roles are bundles. Technologies typically hit routine tasks first, then workflows, and only later reshape jobs, with second-order hiring around the backbone. That complexity is what made disruption slower and more subtle than anyone predicted. AI fits that pattern more than it breaks it... [LLMs] can draft briefs, summarize medical notes and answer queries. Those are tasks — important ones — but still parts of larger roles. They don't manage risk, hold accountability, reassure anxious clients or integrate messy context across teams. Expect a rebalanced division of labor: The technical layer gets faster and cheaper; the human layer shifts toward supervision, coordination, complex judgment, relationship work and exception handling.

What to expect from AI, then, is messy, uneven reshuffling in stages. Some roles will contract sharply — and those contractions will affect real people. But many occupations will be rewired in quieter ways. Productivity gains will unlock new demand and create work that didn't exist, alongside a build-out around data, safety, compliance and infrastructure.

AI is unprecedented; so was the internet. The real risk is timing: overestimating job losses, underestimating the long, quiet rewiring already under way, and overlooking the jobs created in the backbone. That was the internet's lesson. It's likely to be AI's as well.

Programming

Amazon's AI-Powered IDE Kiro Helps Vibe Coders with 'Spec Mode' (geekwire.com) 20

A promotional video for Amazon's Kiro software development system took a unique approach, writes GeekWire. "Instead of product diagrams or keynote slides, a crew from Seattle's Packrat creative studio used action figures on a miniature set to create a stop-motion sequence..."

"Can the software development hero conquer the 'AI Slop Monster' to uncover the gleaming, fully functional robot buried beneath the coding chaos?" Kiro (pronounced KEE-ro) is Amazon's effort to rethink how developers use AI. It's an integrated development environment that attempts to tame the wild world of vibe coding... But rather than simply generating code from prompts [in "vibe mode"], Kiro breaks down requests into formal specifications, design documents, and task lists [in "spec mode"]. This spec-driven development approach aims to solve a fundamental problem with vibe coding: AI can quickly generate prototypes, but without structure or documentation, that code becomes unmaintainable...

The market for AI-powered development tools is booming. Gartner expects AI code assistants to become ubiquitous, forecasting that 90% of enterprise software engineers will use them by 2028, up from less than 14% in early 2024... Amazon launched Kiro in preview in July, to a strong response. Positive early reviews were tempered by frustration from users unable to gain access. Capacity constraints have since been resolved, and Amazon says more than 250,000 developers used Kiro in the first three months...

Now, the company is taking Kiro out of preview into general availability, rolling out new features and opening the tool more broadly to development teams and companies... During the preview period, Kiro handled more than 300 million requests and processed trillions of tokens as developers explored its capabilities, according to stats provided by the company. Rackspace used Kiro to complete what they estimated as 52 weeks of software modernization in three weeks, according to Amazon executives. SmugMug and Flickr are among other companies espousing the virtues of Kiro's spec-driven development approach. Early users are posting in glowing terms about the efficiencies they're seeing from adopting the tool... startups in most countries can apply for up to 100 free Pro+ seats for a year's worth of Kiro credits.

Kiro offers property-based testing "to verify that generated code actually does what developers specified," according to the article — plus a checkpointing system that "lets developers roll back changes or retrace an agent's steps when an idea goes sideways..."

"And yes, they've been using Kiro to build Kiro, which has allowed them to move much faster."
PHP

PHP 8.5 Brings Long-Awaited Pipe Operator, Adds New URI Tools (theregister.com) 18

"PHP 8.5 landed on Thursday with a long-awaited pipe operator and a new standards-compliant URI parser," reports the Register, "marking one of the scripting language's more substantial updates... " The pipe operator allows function calls to be chained together, which avoids the extraneous variables and nested statements that might otherwise be involved. Pipes tend to make code more readable than other ways to implement serial operations. Anyone familiar with the Unix/Linux command line or programming languages like R, F#, Clojure, or Elixir may have used the pipe operator. In JavaScript, aka ECMAScript, a pipe operator has been proposed, though there are alternatives like method chaining.

Another significant addition is the URI extension, which allows developers to parse and modify URIs and URLs based on both the RFC 3986 and the WHATWG URL standards. Parsing with URIs and URLs â" reading them and breaking them down into their different parts â" is a rather common task for web-oriented applications. Yet prior versions of PHP didn't include a standards-compliant parser in the standard library. As noted by software developer Tim Düsterhus, the parse_url() function that dates back to PHP 4 doesn't follow any standard and comes with a warning that it should not be used with untrusted or malformed URLs.

Other noteworthy additions to the language include: Clone With, for updating properties more efficiently; the #[\NoDiscard] attribute, for warning when a return value goes unused; the ability to use static closures and first-class callables in constant expressions; and persistent cURL handles that can be shared across multiple PHP requests.

Advertising

Google Starts Testing Ads In AI Mode 13

Google has begun testing sponsored ads inside its Gemini-powered AI Mode, placing labeled "sponsored" links at the bottom of AI-generated responses. Engadget reports: [A] Google spokesperson says the result shown is akin to similar tests it's been running this year. "People seeing ads in AI Mode in the wild is simply part of Google's ongoing tests, which we've been running for several months," the spokesperson said. The push to start offering ads in AI Mode was announced in May. The company also told 9to5Google that there are no current plans to fully update AI Mode to incorporate ads. For now, the software seems to be prioritizing organic links over sponsored links, but we all know how insidious ads can be once the floodgates open...
The Courts

SEC Dismisses Case Against SolarWinds, Top Security Officer (reuters.com) 16

The SEC has officially dismissed its high-profile case against SolarWinds and its CISO that was tied to a Russia-linked cyberattack involving the software company. Reuters reports: The landmark case, which SEC brought in late 2023, rattled the cybersecurity community and later faced scrutiny from a judge who dismissed many of the charges. The SEC had said SolarWinds and its chief information security officer had violated U.S. securities laws by concealing vulnerabilities in connection with the high-profile 2020 Sunburst cyber attack. The SEC, SolarWinds and CISO Timothy Brown filed a motion on Thursday to dismiss the case with prejudice, according to a joint stipulation posted on the agency's website. A SolarWinds spokesperson said the firm is "clearly delighted" with the dismissal.

"We hope this resolution eases the concerns many CISOs have voiced about this case and the potential chilling effect it threatened to impose on their work," the spokesperson said.
HP

HP and Dell Disable HEVC Support Built Into Their Laptops' CPUs (arstechnica.com) 105

An anonymous reader quotes a report from Ars Technica: Some Dell and HP laptop owners have been befuddled by their machines' inability to play HEVC/H.265 content in web browsers, despite their machines' processors having integrated decoding support. Laptops with sixth-generation Intel Core and later processors have built-in hardware support for HEVC decoding and encoding. AMD has made laptop chips supporting the codec since 2015. However, both Dell and HP have disabled this feature on some of their popular business notebooks.

HP discloses this in the data sheets for its affected laptops, which include the HP ProBook 460 G11 [PDF], ProBook 465 G11 [PDF], and EliteBook 665 G11 [PDF]. "Hardware acceleration for CODEC H.265/HEVC (High Efficiency Video Coding) is disabled on this platform," the note reads. Despite this notice, it can still be jarring to see a modern laptop's web browser eternally load videos that play easily in media players.
HP and Dell didn't explain why the companies disabled HEVC hardware decoding on their laptops' processors.

A statement from an HP spokesperson said: "In 2024, HP disabled the HEVC (H.265) codec hardware on select devices, including the 600 Series G11, 400 Series G11, and 200 Series G9 products. Customers requiring the ability to encode or decode HEVC content on one of the impacted models can utilize licensed third-party software solutions that include HEVC support. Check with your preferred video player for HEVC software support."

Dell's media relations team shared a similar statement: "HEVC video playback is available on Dell's premium systems and in select standard models equipped with hardware or software, such as integrated 4K displays, discrete graphics cards, Dolby Vision, or Cyberlink BluRay software. On other standard and base systems, HEVC playback is not included, but users can access HEVC content by purchasing an affordable third-party app from the Microsoft Store. For the best experience with high-resolution content, customers are encouraged to select systems designed for 4K or high-performance needs."
Communications

IBM, Cisco Outline Plans For Networks of Quantum Computers By Early 2030s 19

IBM and Cisco plan to link quantum computers over long distances by the early 2030s, "with the goal of demonstrating the concept is workable by the end of 2030," reports Reuters. "The move could pave the way for a quantum internet, though executives at the two companies cautioned that the networks would require technologies that do not currently exist and will have to be developed with the help of universities and federal laboratories." From the report: The challenge begins with a problem: Quantum computers like IBM's sit in massive cryogenic tanks that get so cold that atoms barely move. To get information out of them, IBM has to figure out how to transform information in stationary "qubits" -- the fundamental unit of information in a quantum computer -- into what Jay Gambetta, director of IBM Research and an IBM fellow, told Reuters are "flying" qubits that travel as microwaves.

But those flying microwave qubits will have to be turned into optical signals that can travel between Cisco switches on fiber-optic cables. The technology for that transformation -- called a microwave-optical transducer -- will have to be developed with the help of groups like the Superconducting Quantum Materials and Systems Center, led by the Fermi National Accelerator Laboratory near Chicago, among others. Along the way, Cisco and IBM will also publish open-source software to weave all the parts together.
Windows

As Windows Turns 40, Microsoft Faces an AI Backlash (theverge.com) 64

Microsoft's push to transform Windows into an "agentic OS" that allows AI agents to control PCs is drawing user backlash similar to the Windows 8 controversy, as the company marks the operating system's 40th anniversary this week, writes Tom Warren, a reporter at The Verge who has been covering Microsoft for nearly two decades. Windows chief Pavan Davuluri announced the agentic OS plans in a post on X last week and faced immediate criticism in hundreds of replies before they were locked days later.

"It's evolving into a product that's driving people to Mac and Linux," one person wrote, while another asked for a return to Windows 7's "clean UI, clean icon, a unified control panel, no bloat apps, no ads, just a pure performant OS." Davuluri later responded to software engineer Gergely Orosz, saying "we care deeply about developers" and acknowledging Microsoft has "work to do on the experience, both on the everyday usability, from inconsistent dialogs to power user experiences."

Microsoft CEO Satya Nadella told the Dwarkesh Podcast that the company's business "which today is an end user tools business, will become, essentially an infrastructure business in support of agents doing work." The Recall feature already spooked users when it was initially turned on by default before Microsoft reworked it to be opt-in. Navjot Virk, corporate vice president of Windows experiences, told The Verge that "every user can use [AI agents] when they're ready. It's their choice, they decide."
Businesses

Adobe Bolsters AI Marketing Tools With $1.9 Billion Semrush Buy (reuters.com) 4

Adobe is buying Semrush for $1.9 billion in a move to supercharge its AI-driven marketing stack. Reuters reports: Semrush designs and develops AI software that helps companies with search engine optimization, social media and digital advertising. The acquisition, expected to close in the first half of next year, would allow Adobe to help marketers better understand how their brands are viewed by online consumers through searches on websites and generative AI bots such as ChatGPT and Gemini. "The price is steep as Semrush isn't a massive revenue engine on its own, so Adobe is likely paying for strategic value. The payoff could be high too if Adobe can quickly turn Semrush's data into monetizable AI products," said Emarketer analyst Grace Harmon.

"While we are positive on Adobe restarting its M&A engine given the success that it has seen with this motion over the years... this deal likely does little to answer the questions revolving around the company's creative cloud business," added William Blair analysts.
The Internet

Cloudflare Explains Its Worst Outage Since 2019 57

Cloudflare suffered its worst network outage in six years on Tuesday, beginning at 11:20 UTC. The disruption prevented the content delivery network from routing traffic for roughly three hours. The failure, writes Cloudflare in a blog post, originated from a database permissions change deployed at 11:05 UTC. The modification altered how a database query returned information about bot detection features. The query began returning duplicate entries. A configuration file used to identify automated traffic doubled in size and spread across the network's machines. Cloudflare's traffic routing software reads this file to distinguish bots from legitimate users. The software had a built-in limit of 200 bot detection features. The enlarged file contained more than 200 entries. The software crashed when it encountered the unexpected file size.

Users attempting to access websites behind Cloudflare's network received error messages. The outage affected multiple services. Turnstile security checks failed to load. The Workers KV storage service returned elevated error rates. Users could not log into Cloudflare's dashboard. Access authentication failed for most customers.

Engineers initially suspected a coordinated attack. The configuration file was automatically regenerated every five minutes. Database servers produced either correct or corrupted files during a gradual system update. Services repeatedly recovered and failed as different versions of the file circulated. Teams stopped generating new files at 14:24 UTC and manually restored a working version. Most traffic resumed by 14:30 UTC. All systems returned to normal at 17:06 UTC.
Graphics

Blender 5.0 Released (9to5linux.com) 8

Blender 5.0 has been released with major upgrades including HDR and wide-gamut color support on Linux via Wayland/Vulkan, significant theme and UI improvements, new color-space tools, revamped curve and geometry features, and expanded hardware requirements. 9to5Linux reports: Blender 5.0 also introduces a working color space for Blend files, a new AgX HDR view, a new Convert to Display compositor node, new Rec.2100-PQ and Rec.2100-HLG displays that can be used for color grading for HDR video export, and new ACES 1.3 and 2.0 views as an alternative to AgX and Filmic.

A new "Jump Time by Delta" operator for jumping forward/backward in time by a user-specified delta has been introduced as well, along with a revamped Curve drawing, which better supports the new Curves object type and all of their features, and a new Geometry Attribute constraint.

Also new is a "Cylinder" option for curve display type that allows rendering thicker curves without the flat ribbon appearance, support for the Zstd (Zstandard) fast lossless compression algorithm for point caches, as well as a new "Curve Data" panel in edit mode that allows tweaking built-in curve attribute values.
A full list of changes can be found here. You can download from the official website.
Oracle

Oracle is Already Underwater On Its 'Astonishing' $300B OpenAI Deal (ft.com) 29

An anonymous reader shares a report: It's too soon to be talking about the Curse of OpenAI, but we're going to anyway. Since September 10, when Oracle announced a $300 billion deal with the chatbot maker, its stock has shed $315 billion in market value.

OK, yes, it's a gross simplification to just look at market cap. But equivalents to Oracle shares are little changed over the same period (Nasdaq Composite, Microsoft, Dow Jones US Software Index), so the $15 billion loss figure [figure updated with stock price] is not entirely wrong. Oracle's "astonishing quarter" really has cost it nearly as much as one General Motors, or two Kraft Heinz.

Google

Google Is Collecting Troves of Data From Downgraded Nest Thermostats 11

Even after disabling remote control and officially ending support for early Nest Learning Thermostats, Google is still receiving detailed sensor and activity data from these devices, including temperature changes, motion, and ambient light. The Verge reports: After digging into the backend, security researcher Cody Kociemba found that the first- and second-generation Nest Learning Thermostats are still sending Google information about manual temperature changes, whether a person is present in the room, if sunlight is hitting the device, and more. Kociemba made the discovery while participating in a bounty program created by FULU, a right-to-repair advocacy organization cofounded by electronics repair technician and YouTuber Louis Rossmann.

FULU challenged developers to come up with a solution to restore smart functionality to Nest devices no longer supported by Google, and that's exactly what Kociemba did with his open-source No Longer Evil project. But after cloning Google's API to create this custom software, he started receiving a trove of logs from customer devices, which he turned off. "On these devices, while they [Google] turned off access to remotely control them, they did leave in the ability for the devices to upload logs. And the logs are pretty extensive," Kociemba tells The Verge. [...] "I was under the impression that the Google connection would be severed along with the remote functionality, however that connection is not severed, and instead is a one-way street," Kociemba says.
Cloud

Tech Giants' Cloud Power Probed As EU Weighs Inclusion In DMA (bloomberg.com) 13

An anonymous reader quotes a report from Bloomberg: Amazon Web Services, Microsoft's Azure, and Alphabet's Google Cloud risk being dragged into the scope of the European Union's crackdown on Big Tech as antitrust watchdogs prepare to study the platforms' market power. The European Commission wants to decide if any of the trio should face a raft of new restrictions under the bloc's Digital Markets Act (source paywalled; alternative source), according to people familiar with the matter who spoke on condition of anonymity. The plan for a market probe follows several major outages in the cloud industry that wrought havoc across global services, highlighting the risks of relying on a mere handful of players.

To date, the world's largest cloud providers have avoided the DMA because a large part of their business comes via enterprise contracts, making it difficult to count the number of individual users, one of the EU's main benchmarks for earmarking Silicon Valley services for extra oversight. Under the investigation's remit, regulators will asses whether the top cloud operators -- regardless of the challenge of counting user numbers -- should be forced to contend with a raft of fresh obligations including increased interoperability with rival software and better data portability for users, as well as restrictions on tying and bundling.

AI

Microsoft Executives Discuss How AI Will Change Windows, Programming -- and Society (windowscentral.com) 69

"Windows is evolving into an agentic OS," Microsoft's president of Windows Pavan Davuluri posted on X.com, "connecting devices, cloud, and AI to unlock intelligent productivity and secure work anywhere."

But former Uber software engineer and engineering manager Gergely Orosz was unimpressed. "Can't see any reason for software engineers to choose Windows with this weird direction they are doubling down on. So odd because Microsoft has building dev tools in their DNA... their OS doesn't look like anything a builder who wants OS control could choose. Mac or Linux it is for devs."

Davuluri "has since disabled replies on his original post..." notes the blog Windows Central, "which some people viewed as an attempt to shut out negative feedback." But he also replied to that comment... Davuluri says "we care deeply about developers. We know we have work to do on the experience, both on the everyday usability, from inconsistent dialogs to power user experiences. When we meet as a team, we discuss these pain points and others in detail, because we want developers to choose Windows..." The good news is Davuluri has confirmed that Microsoft is listening, and is aware of the backlash it's receiving over the company's obsession with AI in Windows 11. That doesn't mean the company is going to stop with adding AI to Windows, but it does mean we can also expect Microsoft to focus on the other things that matter too, such as stability and power user enhancements.
Elsewhere on X.com, Microsoft CEO Satya Nadella shared his own thoughts on "the net benefit of the AI platform wave ." The Times of India reports: Nadella said tech companies should focus on building AI systems that create more value for the people and businesses using them, not just for the companies that make the technology. He cited Bill Gates to emphasize the same: "A platform is when the economic value of everybody that uses it exceeds the value of the company that creates it."Tesla CEO Elon Musk responded to Nadella's post with a facepalm emoji.

Nadella said this idea matters even more during the current AI boom, where many firms risk giving away too much of their own value to big tech platforms. "The real question is how to empower every company out there to build their own AI-native capabilities," he wrote. Nadella says Microsoft's partnership with OpenAI is an example of zero-sum mindset industry... [He also cited Microsoft's "work to bring AMD into the fleet."]

More from Satya Nadella's post: Thanks to AI, the [coding] category itself has expanded and may ultimately become one of the largest software categories. I don't ever recall any analyst ever asking me about how much revenue Visual Studio makes! But now everyone is excited about AI coding tools. This is another aspect of positive sum, when the category itself is redefined and the pie becomes 10x what it was! With GitHub Copilot we compete for our share and with GitHub and Agent HQ we also provide a platform for others.

Of course, the real test of this era won't be when another tech company breaks a valuation record. It will be when the overall economy and society themselves reach new heights. When a pharma company uses AI in silico to bring a new therapy to market in one year instead of twelve. When a manufacturer uses AI to redesign a supply chain overnight. When a teacher personalizes lessons for every student. When a farmer predicts and prevents crop failure.That's when we'll know the system is working.

Let us move beyond zero-sum thinking and the winner-take-all hype and focus instead on building broad capabilities that harness the power of this technology to achieve local success in each firm, which then leads to broad economic growth and societal benefits. And every firm needs to make sure they have control of their own destiny and sovereignty vs just a press release with a Tech/AI company or worse leak all their value through what may seem like a partnership, except it's extractive in terms of value exchange in the long run.

Android

Rust in Android: More Memory Safety, Fewer Revisions, Fewer Rollbacks, Shorter Reviews (googleblog.com) 37

Android's security team published a blog post this week about their experience using Rust. Its title? "Move fast and fix things." Last year, we wrote about why a memory safety strategy that focuses on vulnerability prevention in new code quickly yields durable and compounding gains. This year we look at how this approach isn't just fixing things, but helping us move faster.

The 2025 data continues to validate the approach, with memory safety vulnerabilities falling below 20% of total vulnerabilities for the first time. We adopted Rust for its security and are seeing a 1000x reduction in memory safety vulnerability density compared to Android's C and C++ code. But the biggest surprise was Rust's impact on software delivery. With Rust changes having a 4x lower rollback rate and spending 25% less time in code review, the safer path is now also the faster one... Data shows that Rust code requires fewer revisions. This trend has been consistent since 2023. Rust changes of a similar size need about 20% fewer revisions than their C++ counterparts... In a self-reported survey from 2022, Google software engineers reported that Rust is both easier to review and more likely to be correct. The hard data on rollback rates and review times validates those impressions.

Historically, security improvements often came at a cost. More security meant more process, slower performance, or delayed features, forcing trade-offs between security and other product goals. The shift to Rust is different: we are significantly improving security and key development efficiency and product stability metrics.

With Rust support now mature for building Android system services and libraries, we are focused on bringing its security and productivity advantages elsewhere. Android's 6.12 Linux kernel is our first kernel with Rust support enabled and our first production Rust driver. More exciting projects are underway, such as our ongoing collaboration with Arm and Collabora on a Rust-based kernel-mode GPU driver. [They've also been deploying Rust in firmware for years, and Rust "is ensuring memory safety from the ground up in several security-critical Google applications," including Chromium's parsers for PNG, JSON, and web fonts.]

2025 was the first year more lines of Rust code were added to Android than lines of C++ code...
The Internet

The Internet Archive Now Captures AI-Generated Content (Including Google's AI Overviews) (cnn.com) 4

CNN profiled the non-profit Internet Archive today — and included this tidbit about how they archive parts of the internet that are now "tucked in conversations with AI chatbots." The rise of artificial intelligence and AI chatbots means the Internet Archive is changing how it records the history of the internet. In addition to web pages, the Internet Archive now captures AI-generated content, like ChatGPT answers and those summaries that appear at the top of Google search results. The Internet Archive team, which is made up of librarians and software engineers, are experimenting with ways to preserve how people get their news from chatbots by coming up with hundreds of questions and prompts each day based on the news, and recording both the queries and outputs, [says Wayback Machine Director Mark Graham].
It sounds like a fun place to work... Archivists use bespoke machines to digitize books page by page, livestreaming their work on YouTube for all to see (alongside some lo-fi music). Record players churn out vintage tunes from 1920s and 1940s, and the building houses every type of media console for any type of content imaginable, from microfilm, to CDs and satellite television. (The Internet Archive preserves music, television, books and video games, too)... "There are a lot of people that are just passionate about the cause. There's a cyberpunk atmosphere," Annie Rauwerda, a Wikipedia editor and social media influencer, said at a party thrown at the Internet Archive's headquarters to celebrate reaching a trillion pages "The internet (feels) quite corporate when I use it a lot these days, but you wouldn't know from the people here."
Programming

Security Researchers Spot 150,000 Function-less npm Packages in Automated 'Token Farming' Scheme (theregister.com) 11

An anonymous reader shared this report from The Register: Yet another supply chain attack has hit the npm registry in what Amazon describes as "one of the largest package flooding incidents in open source registry history" — but with a twist. Instead of injecting credential-stealing code or ransomware into the packages, this one is a token farming campaign.

Amazon Inspector security researchers, using a new detection rule and AI assistance, originally spotted the suspicious npm packages in late October, and, by November 7, the team had flagged thousands. By November 12, they had uncovered more than 150,000 malicious packages across "multiple" developer accounts. These were all linked to a coordinated tea.xyz token farming campaign, we're told. This is a decentralized protocol designed to reward open-source developers for their contributions using the TEA token, a utility asset used within the tea ecosystem for incentives, staking, and governance.

Unlike the spate of package poisoning incidents over recent months, this one didn't inject traditional malware into the open source code. Instead, the miscreants created a self-replicating attack, infecting the packages with code to automatically generate and publish, thus earning cryptocurrency rewards on the backs of legitimate open source developers. The code also included tea.yaml files that linked these packages to attacker-controlled blockchain wallet addresses.

At the moment, Tea tokens have no value, points out CSO Online. "But it is suspected that the threat actors are positioning themselves to receive real cryptocurrency tokens when the Tea Protocol launches its Mainnet, where Tea tokens will have actual monetary value and can be traded..." In an interview on Friday, an executive at software supply chain management provider Sonatype, which wrote about the campaign in April 2024, told CSO that number has now grown to 153,000. "It's unfortunate that the worm isn't under control yet," said Sonatype CTO Brian Fox. And while this payload merely steals tokens, other threat actors are paying attention, he predicted. "I'm sure somebody out there in the world is looking at this massively replicating worm and wondering if they can ride that, not just to get the Tea tokens but to put some actual malware in there, because if it's replicating that fast, why wouldn't you?"

When Sonatype wrote about the campaign just over a year ago, it found a mere 15,000 packages that appeared to come from a single person. With the swollen numbers reported this week, Amazon researchers wrote that it's "one of the largest package flooding incidents in open source registry history, and represents a defining moment in supply chain security...." For now, says Sonatype's Fox, the scheme wastes the time of npm administrators, who are trying to expel over 100,000 packages. But Fox and Amazon point out the scheme could inspire others to take advantage of other reward-based systems for financial gain, or to deliver malware.

After deplooying a new detection rule "paired with AI", Amazon's security researchers' write, "within days, the system began flagging packages linked to the tea.xyz protocol... By November 7, the researchers flagged thousands of packages and began investigating what appeared to be a coordinated campaign. The next day, after validating the evaluation results and analyzing the patterns, they reached out to OpenSSF to share their findings and coordinate a response.
Their blog post thanks the Open Source Security Foundation (OpenSSF) for rapid collaboration, while calling the incident "a defining moment in supply chain security..."

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