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Stack Overflow data reveals the hidden productivity tax of ‘almost right’ AI code

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 More developers than ever before are using AI tools to both assist and generate code. While enterprise AI adoption accelerates, new data from Stack Overflow’s 2025 Developer Survey exposes a critical blind spot: the mounting technical debt created by AI tools that generate “almost right” solutions, potentially undermining the productivity

Principles for production AI agents

Every now and then, people ask me: “I am new to agentic development, I’m building something, but I feel like I'm missing some tribal knowledge. Help me catch up!”. I’m tempted to suggest some serious stuff like multiweek courses (e.g. by HuggingFace or Berkeley), but not everyone is interested in that level of diving. So I decided to gather six simple empirical learnings that helped me a lot during app.build development. This post is somewhat inspired by Design Decisions Behind app.build, but

Endgame Gear mouse config tool infected users with malware

Gaming peripherals maker Endgame Gear is warning that malware was hidden in its configuration tool for the OP1w 4k v2 mouse hosted on the official website between June 26 and July 9, 2025. The infected file was hosted on 'endgamegear.com/gaming-mice/op1w-4k-v2,' so users downloading the tool from that page during this period were infected. Endgame Gear is a German PC gaming peripherals firm known for its pro-gaming gear, including the XM and OP1 series mice, which are highly regarded among rev

Six Principles for Production AI Agents

Every now and then, people ask me: “I am new to agentic development, I’m building something, but I feel like I'm missing some tribal knowledge. Help me catch up!”. I’m tempted to suggest some serious stuff like multiweek courses (e.g. by HuggingFace or Berkeley), but not everyone is interested in that level of diving. So I decided to gather six simple empirical learnings that helped me a lot during app.build development. This post is somewhat inspired by Design Decisions Behind app.build, but

DOGE is reportedly pushing an AI tool that would put half of all federal regulations on a 'delete list'

According to a report from The Washington Post, DOGE is using an AI tool to analyze federal regulations and determine which to get rid of. A DOGE PowerPoint presentation obtained by the publication notes that its "AI Solution" — reportedly called the DOGE AI Deregulation Decision Tool — found that 100,000 out of over 200,000 regulations "can be deleted." The document sets a September 1 goal deadline for agencies to complete their own deregulation lists using the tool, which it says can be done i

When progress doesn’t feel like home: Why many are hesitant to join the AI migration

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 When my wife recently brought up AI in a masterclass for coaches, she did not expect silence. One executive coach eventually responded that he found AI to be an excellent thought partner when working with clients. Another coach suggested that it would be helpful to be familiar with the Chinese Room analogy, arguing that no matter how sophis

Designing a flatpack bed

I just moved into an unfurnished apartment and my professional woodworker friend just got a plywood-sheet-sized CNC router, so I’ve been designing myself a bedframe. The rough scope / requirements: fit a 200 cm x 180 cm mattress have 50 cm of clear space underneath for storage visually hide this space from the front (required) and sides (nice-to-have) CNC-cuttable from a single sheet of baltic birch (2440 mm x 1220 mm) maybe use Ikea LÖNSET slats Christoffer Martens’s Siebenschlafer bed is

Designing a Flatpack Bed

I just moved into an unfurnished apartment and my professional woodworker friend just got a plywood-sheet-sized CNC router, so I’ve been designing myself a bedframe. The rough scope / requirements: fit a 200 cm x 180 cm mattress have 50 cm of clear space underneath for storage visually hide this space from the front (required) and sides (nice-to-have) CNC-cuttable from a single sheet of baltic birch (2440 mm x 1220 mm) maybe use Ikea LÖNSET slats Christoffer Martens’s Siebenschlafer bed is

Users claim Discord's age verification can be tricked with video game characters

Discord’s new age-verification tool may not be as rigorous as it seems, after users reportedly discovered it can be tricked using video game characters. The instant messaging and VoIP platform, commonly used for gaming, implemented an age-check tool earlier this month for UK users in anticipation of a new set of laws aimed at restricting potentially harmful content for under-18s. The Online Safety Act, passed in 2023, requires service providers that host user-generated content to implement age

Brave and AdGuard now block Microsoft Recall by default

The Brave web browser and the ad-blocker AdGuard have both announced that they are blocking Microsoft Recall by default . For the uninitiated, Recall is an AI-powered tool that accompanies Windows 11 and it records everything on a PC's screen . It's pretty obvious why a privacy-minded web browser like Brave and an ad-blocker would make this move. AdGuard said the decision was made due to a "privacy concern," going on to say that "the very idea of background screen captures is unsettling." A blo

The role of the cybersecurity PM in incident-driven development

Article written by cybersecurity expert Yuriy Tsibere. Gone are the days when cybersecurity meant stopping annoying viruses like the Love Bug. Today, it’s about battling a massive, financially motivated cybercrime industry. Attacks are smarter, faster, and more damaging—and that changes everything for product teams. For product managers (PMs), this means understanding that attackers are constantly exploiting the same weak spots: stolen admin credentials, missing multi-factor authentication (MF

Topics: apps like tools usb vpns

Apple publishes Human-Centered Machine Learning workshop videos

Today, Apple published on its Machine Learning Research blog, select recordings from its 2024 Workshop on Human-Centered Machine Learning (HCML), highlighting its work on responsible AI development. Almost 3 hours of content made available The event, originally held in August 2024, brought together Apple researchers as well as academic experts, and explored everything from model interpretability to accessibility, and strategies to predict and prevent large-scale negative outcomes due to the ev

Two narratives about AI

I want to present you with two narratives about AI. Both of them are about using this technology to automate computer programming, but they point toward two very different conclusions. The first narrative notes that Large Language Models (LLMs) are exceptionally well-suited for coding because source code, at its core, is just very well-structured text, which is exactly what these models excel at generating. Because of this tight match between need and capability, the programming industry is ser

No One Knows Anything About AI

I want to present you with two narratives about AI. Both of them are about using this technology to automate computer programming, but they point toward two very different conclusions. The first narrative notes that Large Language Models (LLMs) are exceptionally well-suited for coding because source code, at its core, is just very well-structured text, which is exactly what these models excel at generating. Because of this tight match between need and capability, the programming industry is ser

Stop buying cheap multitools - here's the one I recommend instead

A good multitool can be a reliable companion for decades (as long as you don't lose it!). Adrian Kingsley-Hughes/ZDNET I like having a good multitool close at hand and at all times. While they can't replace a proper toolkit, I don't fancy carrying a full toolkit with me when I'm out and about. Many of my readers are like me, often finding themselves doing random and unplanned DIY tasks throughout the day, so having a portable toolkit that can handle the basics is essential. Also: Storms and ba

Building better AI tools

I’ve been reading this week about how humans learn, and effective ways of transferring knowledge. In addition, I’ve also had AI in the back of my mind, and recently I’ve come to the realization that not only is our industry building AI tools poorly, we’re building them backwards. Which, honestly, is really depressing to me because there is so much unrealized potential that we have available–is it not enough that we built the LLMs unethically, and that they waste far more energy than they return

FDA employees say the agency's Elsa generative AI hallucinates entire studies

Current and former members of the FDA told CNN about issues with the Elsa generative AI tool unveiled by the federal agency last month. Three employees said that in practice, Elsa has hallucinated nonexistent studies or misrepresented real research. "Anything that you don't have time to double-check is unreliable," one source told the publication. "It hallucinates confidently." Which isn't exactly ideal for a tool that's supposed to be speeding up the clinical review process and aiding with maki

Topics: agency elsa fda told tool

Show HN: TheProtector – Linux Bash script for the paranoid admin on a budget

theProtector Linux Bash Script for the Paranoid Admin on a Budget - real-time monitoring and active threat response TheProtector Linux security tool for the paranoid on a budget - not perfect but better than most TheProtector is comprehensive security monitoring for Linux systems. Built for DEfense Only What It Does TheProtector monitors your Linux system in real-time and actively responds to threats: Real-time Monitoring: Process execution and behavior analysis Network connections and

Google Photos rolls out tools to turn your photos into anime, comics, and more

Joe Maring / Android Authority TL;DR Google Photos is getting a Veo 2-powered feature to turn photos into videos. Users will also be able to turn photos into illustrations. The app is adding a new “Create” tab to put all of these tools in one place. The photo-to-video tool is also rolling out to YouTube Shorts. Google Photos isn’t just a place where you can store your photos. It also contains various tools to alter your images however you want. Adding on to the tools you already have, the a

My favorite accessory kit for tinkerers has 180 modifications - and an unbeatable price tag

Jakemy Smart 3 Kit ZDNET's key takeaways This high-quality screwdriver kit has everything for both the budding enthusiast and professional repairer. This 180-piece kit has 160 quality screwdriver bits and a range of other useful tools, such as plastic prybars, a suction cup, and tweezers. There's no LED light on the front of the screwdriver, so working in dark, cramped spaces can be tricky. $69.99 at Amazon I often get asked about tools, and I genuinely enjoy these conversations because I'm a

Stop Building AI Tools Backwards

I’ve been reading this week about how humans learn, and effective ways of transferring knowledge. In addition, I’ve also had AI in the back of my mind, and recently I’ve come to the realization that not only is our industry building AI tools poorly, we’re building them backwards. Which, honestly, is really depressing to me because there is so much unrealized potential that we have available–is it not enough that we built the LLMs unethically, and that they waste far more energy than they return

This Is What Your Poop Is Trying to Tell You About Your Gut Health

While you may not regularly discuss your bowel movements with friends, it is still important to pay attention to them. After all, how often you poop, what your poop looks like and how long it takes you to poop can tell you a lot about your gut health, according to experts. To help you figure out what is normal versus unhealthy, we reached out to three gastroenterologists about everything you've ever wanted to know about your bowel movements. How often should you poop? You probably have someone

Windows 11’s new update will add a bunch of AI features

is a news writer who covers the streaming wars, consumer tech, crypto, social media, and much more. Previously, she was a writer and editor at MUO. Microsoft is releasing several new AI features for Windows 11, including its Copilot Vision tool that can scan everything on your screen. The features, which are gradually rolling out to everyone now, also include tools that are exclusive to Copilot Plus PCs. For starters, all Windows 11 users can now access Copilot Vision through the Copilot app,

How to Limit Galaxy AI to On-Device Processing—or Turn It Off Altogether

Artificial intelligence is now more pervasive than ever in the apps and gadgets we use day to day, and that of course extends to smartphones: Google Gemini on Pixels and other Android handsets, Apple Intelligence (currently still rolling out) on iPhones, and Galaxy AI on Samsung smartphones. These tools can help you refine text, generate images, and summarize documents, among other tricks, and you don't have to go far through your apps to find an AI feature ready and willing to help you with so

5 key questions your developers should be asking about MCP

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 The Model Context Protocol (MCP) has become one of the most talked-about developments in AI integration since its introduction by Anthropic in late 2024. If you’re tuned into the AI space at all, you’ve likely been inundated with developer “hot takes” on the topic. Some think it’s the best thing ever; others are quick to point out its short

Topics: ai mcp protocol tool use

MCP Security Vulnerabilities and Attack Vectors

Elevenlabs AudioNative Player Been digging into Model Context Protocol implementations lately and found some stuff that's keeping me up at night. Not because it's earth-shattering, but because it's the kind of boring security debt that bites you when you least expect it. This is Part 1 of a two-part series. Read Part 2: Actually Fixing This Mess → MCP is Anthropic's attempt at standardizing how AI models talk to external tools1. Instead of every AI app rolling their own integration layer, you

Exposed MCP servers across the internet

Knostic’s research team conducted a systematic study to locate exposed MCP servers on the internet. Leveraging Shodan and custom Python tools, we fingerprinted and mapped production MCP servers. All servers we discovered were insecure and revealed their capabilities to anyone asking. In this series of posts, we are sharing our findings, along with a guide detailing how we fingerprinted MCP servers. We identified a total of 1,862 MCP servers exposed to the internet. From this set, we manually v

Engadget Podcast: Ancestra director Eliza McNitt defends AI as a creative tool

Eliza McNitt is no stranger to new media. Her 2017 project, Fistful of Stars, was a fascinating look at stellar birth in virtual reality, while her follow-up Spheres explored black holes and the death of stars. Now with her short film Ancestra, McNitt has tapped into Google's AI tools to tell a deeply personal story. Working with Google Deepmind and director Darren Aronofsky's studio Primordial Soup, McNitt used a combination of live-action footage and AI-generated media to tell the story of her

Exposing the Unseen: Mapping MCP Servers Across the Internet

Knostic’s research team conducted a systematic study to locate exposed MCP servers on the internet. Leveraging Shodan and custom Python tools, we fingerprinted and mapped production MCP servers. All servers we discovered were insecure and revealed their capabilities to anyone asking. In this series of posts, we are sharing our findings, along with a guide detailing how we fingerprinted MCP servers. We identified a total of 1,862 MCP servers exposed to the internet. From this set, we manually v