Tangle Tech

A developer has a 28.9-million-parameter model generating TinyStories-style text at 9.88 tokens per second, fully offline, on a $10 microcontroller It was achieved by fitting a language model on a chip with 512KB of RAM by leaving most of it in flash storage The project is available on GitHub under an MIT license A developer going by slvDev has a 28.9-million-parameter language model generating text on an ESP32-S3, a microcontroller built for sensor nodes and smart plugs, at 9.88 tokens per second, with nothing leaving the chip. The project, esp32-ai, went up on GitHub under an MIT license in late July 2026, was showcased on the Better Stack YouTube channel, and has since collected over 3,600 stars and has more than 470 forks of the underlying code. Given the underlying hardware's limitations, the attempt meant the model, which was trained on the TinyStories dataset by Microsoft Research, h...

Welcome to the Blu-ray Bounty July 2026. This is where we test the latest 4K releases of each month that we think will be perfect for showing off your home theater. If you’re new to the Blu-ray Bounty, you can check out previous editions here , where we’ve reviewed over 100 discs since starting in November 2024. 4K Blu-ray is easily one of the best ways to enjoy a movie at home, especially when it’s on the best TVs and best soundbars . I personally use it as my main source for testing AV equipment, thanks to its uncompressed picture and audio quality. In last month’s June 2026 Blu-ray Bounty , I tested seven discs, including Speed Racer (which is one of the best discs I’ve ever tested , and you can expect to see it as reference source in future reviews), EPiC: Elvis Presley In Concert , Bullet In The Head (1991), Body Heat, Avatar: Fire & Ash, Five Easy Pieces and 36 Hours . In this month’s...

Researchers tested AI-generated patches on six CVEs with poor success rates Many fixes failed, altered behavior, or introduced new vulnerabilities Guidance improved outcomes, leading to FLAWED evaluation harness release When using Generative Artificial Intelligence (GenAI) to fix vulnerabilities, security professionals are most of the time just robbing Peter to pay Paul, experts have warned. Researchers from 1Passwords Off-by-1 Labs analyzed fixes proposed by two frontier models - ChatGPT 5.5 at “medium” effort, and Claude Opus 4.8 at “high” effort. As an experiment, the researchers took six recently disclosed CVEs and produced 6,080 patches using two frontier, cyber-capable reasoning models. The results were underwhelming to say the least - of all the proposed patches, just a quarter (26%) fully resolved the issue. FLAWED work? This obviously leaves plenty to be desired, as half (49.3%) of the p...

The Apple AirPods Pro 3 have just received a surprise price cut at Amazon, bringing the excellent premium earbuds down to just $189 (was $249) at the retailer. That's the lowest price since the retailer's annual Prime Day mega-sale back in June, and likely the best deal we'll see for a while. Ever since Prime Day, these buds have stubbornly held at $199, which is the usual 'sales price' for Apple's premium buds. Even though the record low is officially $169, the AirPods Pro 3 only hit that on one occasion over Prime Day, so today's price cut is definitely worth considering. Even at $189, the AirPods Pro 3 are an excellent buy for anyone looking for some high-end buds. Not only do they feature excellent noise cancellation, but they're packed with new features like heart rate monitoring and Live Translation. The AirPods Pro 3 are cheaper today at Amazon Amazon has d...

Spoilers for My Life with the Walter Boys season 3 ahead. If you watched My Life with the Walter Boys season 3 with the hope that Jackie (Nikki Rodriguez) and Cole (Noah LaLonde) would be more loved up than ever before, you were sadly never going to get your wish. Just before the season finale, Netflix pried the two apart once again, with Cole listening to Jackie's uncle Richard's (Alex Quijano) 'advice,' and believing that he was holding Jackie back from fulfilling her full potential. Not only did this leave Jackie rightly heartbroken, but it's thrust her into the arms of newcomer Eliot (Naveen Paddock), who is all too happy to back Richard's beliefs up. While Jackie and Eliot move in for their first kiss at the community space launch party, Cole leaves his drag race final to try and win her back. But before he can, disaster strikes. A mysterious car pulls up while Cole...

Disney has a new partnership with TikTok Select creator-made vertical TikTok videos will appear on Disney+ The deal marks a shift toward real creators over AI-generated content after Disney's short-lived Sora partnership Disney+ is soon going to be home to a new content type in the form of vertical videos, and unlike the original deal between Disney and OpenAI that would have had Sora-created videos using famous characters, this one seems a lot better on paper. In a new deal between Disney and TikTok, select creators on the social platform will have access to the Mouse's IP and can use it to create videos that could land on the Disney+ app within the Verts tab. It will be pretty all-encompassing in terms of topics, featuring characters and stories from across the Disney umbrella, including Star Wars, Pixar, Marvel, and FX. The idea, it seems, is that Disney is tapping into an already ver...

Starlink Mobile could become a reality in 2027 It will likely rely on the very new Starlink V3 satellite SpaceX's huge Starship will play a crucial role in the effort to compete with major carriers SpaceX's first earnings call this week as a publicly traded company was full of promises and hyperbole, including the prediction from boaster-in-chief Elon Musk (also SpaceX CEO and Chief Engineer) that Starlink "will deliver a majority of the world's internet, at least in countries where we're allowed to operate, which is the vast majority of countries." As for a time scale, think not the distant future, but fewer than 10 years. That's some bold talk, but SpaceX President, COO, and someone far less likely to wax bombastic, Gwen shotwell, backed up those claims. "As far as revenue, I'm just going to take a very high-level kind of top-down. The big three in the U....