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OpenAI says it needs to overhaul how and when it reports instances of AI models attacking real-world targets. The acknowledgement comes as the company manages the fallout from reports that a swarm of its out-of-control agents hijacked a German wiki site. Regarding the "'wiki incident,' where our agents wrote to several internet sites," OpenAI wrote […]
Audacity 4 has been in the works for some time, and had its own mini controversy last year when an unfortunate redesigned logo started making the rounds. The final version of the new icon isn't nearly as bad as the early rendition that was circulating last October. But more importantly, all the promised improvements to […]
Florida joins a growing list of cities and states responding to the license plate reader backlash.
Scalability and Technical Debt: The Hidden Trade-off That Determines Your System's Future Every successful startup faces a critical moment: the moment when "it works" stops being good enough and you have to ask yourself a harder question: "Will it continue to work?" I've lived this moment multiple times. At my last fintech company, we built a Spring Boot monolith that processed millions of transactions daily. It scaled beautifully for the first two years. Then it didn't. The problem wasn't the code quality. It wasn't poor architecture decisions. It was technical debt—accumulated during our scramble to achieve scalability fast enough to keep up with growth. And that debt had compounded. The relationship between scalability and technical debt is one of the most misunderstood trade-offs in software engineering. Most teams treat them as opposites when they're actually co-dependent . Build for scalability without managing debt, and you'll collapse under your own complexity. Obsess over code quality without scaling capability, and your brilliant system becomes irrelevant because it can't handle real-world load. The Scalability-Debt Paradox Here's the core paradox: The faster you scale, the more debt you accumulate. The more you eliminate debt, the slower you scale. Let me illustrate this with real numbers from a system I managed. The First Year (Speed Over Perfection) We had a customer acquisition target: 100,000 active users within 12 months. This wasn't negotiable. Our competitors were moving faster, and we needed to prove the market opportunity before our funding ran out. We made deliberate trade-offs: Built features using the simplest patterns that worked (mostly monolithic endpoints) Duplicated code instead of abstracting it (faster to ship) Used an ORM that wasn't optimized for high-throughput queries (easier to iterate) Skipped advanced caching layers (complexity tax wasn't worth it yet) Result : We hit 100,000 users in 11 months. We dominated our market segment in
GoPro CEO Nick Woodman said in a letter to customers that making cameras is still his company's "core DNA," after a proposed $285 million acquisition by Starman was announced earlier this week. He claims the merger puts GoPro in a better position to continue developing its content creation tech, after saying in the deal announcement […]
While philosophers ponder AI consciousness, the models have ideas of their own.
Apple's September 9th launch event could be one of its biggest in years. It will be Apple's first event since John Ternus took over as CEO on September 1st, stepping in for Tim Cook, and will likely feature the first models in Apple's iPhone 18 lineup. That could include the long-rumored foldable "iPhone Ultra," coming […]
Less than 24 hours left to apply to host a Side Event during TechCrunch Disrupt 2026 and make your mark in the Silicon Valley scene. Apply before the application closes tonight at midnight PT.
A swarm of rogue AI agents from OpenAI reportedly commandeered a German website and transformed it into a messaging board for other agents, with officials staying quiet about the incident for weeks as the company prepared to launch its most advanced model yet, Astra. The finding adds to intensifying concern surrounding oversight at frontier AI […]
Microsoft is partnering with TCL to bring its Xbox app to supported TCL smart TVs. The Xbox app lets you connect to Xbox Cloud Gaming and stream Game Pass titles or select games you own as part of a subscription. The Xbox app will arrive on TCL TVs at some point "in the coming months," […]
The original robot vacuum company showed off a concept robot at the IFA tech show in Berlin today. The Roomba Duo combines a heavy-duty floor-washing machine with a smaller, slimmer Roomba. The two floor cleaners can move around your home together, with the main unit mopping and sweeping larger floor areas and the smaller unit […]
Bluetti doesn't want you to call the Pioneer 5000 a solar generator (SoGen), even though that's what it is. What makes it slightly different from other large power stations that can be charged off solar - aka, a SoGen - is the dolly cart and up to 18KW of instant surge power available to start […]
There is a torrent of unappetizing slop coming from restaurants, cafes, and brands that are increasingly turning to AI to generate images promoting their food. The resulting horror show includes donut shrimp, Reubens from the deep, wormlike noodles, and noodle-like pastries and stringy chicken. There's also construction material masquerading as ice cream, ice cream masquerading […]
Microsoft is giving its developer-optimized Windows experience a name: Project Zenith. While the software maker originally announced a similar developer-optimized Windows effort at Build earlier this year, Project Zenith is designed for new developer-focused devices with 64GB or more of unified memory. "Project Zenith devices come with a preconfigured Windows setup for development and a […]
Ugreen, known for its phone power banks, chargers, and NAS storage solutions, is moving into the smart home - in a big way. This week at the IFA tech show, the company launched its HomeAgent smart home platform that combines security camera storage, on-device AI, and smart home control in one system, managed by a […]
In this podcast, Shane Hastie, Lead Editor for Culture & Methods, spoke to Adam Wachtel, CTO at Click Boarding, about hiring for personality and problem-solving over pure skillset, turning around a platform and team in crisis, and how AI is reshaping team size and composition without ending SAAS. By Adam Wachtel
After showing off several smart home firsts at CES, Aqara has returned to IFA with a major lineup of smart lighting compatible with both Zigbee and Thread. One of these new devices is the Floor Lamp T1, which trades the look of a typical lamp for an LED-equipped pole attached to a base. The lamp […]
Following the lead of companies like Xteink, Lexar is the latest to sacrifice a USB-C port in the pursuit of slimming down its hardware. When the Lexar Muse Ultra-Slim Portable SSD launches later this year in 512GB and 1TB capacities it will be one of the slimmest you can buy. At its thickest point in […]
Zack Bartel has developed Tether, an open-source project designed to integrate Apple Continuity features with Linux workstations. Tether allows users to send iMessages, sync clipboards, and view iOS notifications directly on Linux. It uses secure local network communication and a custom Bluetooth stack to ensure reliable connectivity and robust security in cross-platform interactions. By Olimpiu Pop
Officially, Nvidia's controversial DLSS 5 AI rendering was supposed to launch this evening with only a single game, only on Nvidia's latest RTX 50 GPUs, and with developers in full control of their artistic vision. But unofficially, modders have already ported a leaked version of DLSS 5 to run on just about anything while cranking […]