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Fun with Finite State Transducers

ENOSUCHBLOG Programming, philosophy, pedaling. Aug 14, 2025 Tags: devblog, programming, rust, zizmor I recently solved an interesting problem inside zizmor with a type of state machine/automaton I hadn’t used before: a finite state transducer (FST). This is just a quick write-up of the problem and how I solved it. It doesn’t go particularly deep into the data structures themselves. For more information on FSTs themselves, I strongly recommend burntsushi’s article on transducers (which is wha

MasterClass deal: Subscriptions are 40 percent off right now

If you want to brush up on some skills or learn new ones, MasterClass offers a good way to do just that. The streaming service has hundreds of classes taught by professionals and experts in their fields, and now you can get a subscription for 40 percent less than usual. All MasterClass membership tiers are on sale right now, so you can sign up for as low as $6 per month. With a subscription, you could watch a class on writing taught by James Patterson, or learn cooking techniques from Thomas Ke

Who does your assistant serve?

Loading... Why am I seeing this? You are seeing this because the administrator of this website has set up Anubis to protect the server against the scourge of AI companies aggressively scraping websites. This can and does cause downtime for the websites, which makes their resources inaccessible for everyone. Anubis is a compromise. Anubis uses a Proof-of-Work scheme in the vein of Hashcash, a proposed proof-of-work scheme for reducing email spam. The idea is that at individual scales the addit

Pirate Library Operator Arrested, Study Canceled for 330K Members

Launched in July 2023, Yubin Archive's popularity stemmed from its mission to "eliminate educational inequality" by providing copies of educational material to less well-off students in South Korea. Operating via Telegram, Yubin Archive had grown to over 330,000 members when its operator was arrested on Tuesday. The Ministry of Culture and Sport says others involved will be tracked down and given lessons in copyright law. Piracy of movies, TV shows, music, games and similar content, purely for

Solving the Nostr web clients attack vector

Aug 9 2025 Solving the Nostr web clients attack vector One problem Nostr still has to deal with is the fact that web clients are "owned" by someone, because they rely so much on the domain name they're served from. Everything is fine with, say, https://coracle.social/, until npub1jlrs53pkdfjnts29kveljul2sm0actt6n8dxrrzqcersttvcuv3qdjynqn decides to shut it down or maybe he is threatened to include some malicious code in there, most Coracle users are going to fall for that and Nostr will feel

YouTube Is Drowning in AI Slop Channels

YouTube is nothing without its advertisers. The beating heart of the video platform, big box companies have been locked in a historic game of Whac-a-Mole against low-quality YouTube content, which they say leads to a lowered perception of brands when paired with their ads. In the past, these high-risk videos took the form of right-wing conspiracy theorists, medical misinformation, and child exploitation. Now, in 2025, it's AI slop. Recent reporting by The Guardian details the staggering rise

I subscribe to Spotify, Apple Music, and Tidal, but keep coming back to YouTube Music for one reason

Dhruv Bhutani / Android Authority Thanos has his gemstones, and I have my music subscription services. I’ve subscribed to practically all the major streaming services. Spotify, Apple Music, Tidal — they all have their own unique strengths and quirks. Of course, I’ve tried to rationalize the cost by saying that I’m keeping my options open and that different services are good for different use cases, and even moods. Spotify Jam comes in clutch when I’m throwing a party. Other days, I want Apple M

Deep-Sea Desalination Pulls Fresh Water from the Depths

From Cape Town to Tehran to Lima to Phoenix, dozens of cities across the globe have experienced water shortages recently. And in the next five years the world’s demand for fresh water could significantly outpace supply, according to a United Nations forecast. Now several companies are turning to an unexpected source for a solution: the bottom of the ocean. Called subsea desalination, the idea is to remove the salt from water in the deep sea. If it worked at scale, the technology could greatly a

Best Practices for Building Agentic AI Systems

I’ve been experimenting with adding AI agents to UserJot, our feedback, roadmap, and changelog platform. Not the simple “one prompt, one response” stuff. Real agent systems where multiple specialized agents communicate, delegate tasks, and somehow don’t crash into each other. The goal was to analyze customer feedback at scale. Find patterns across hundreds of posts. Auto-generate changelog entries. Things that were basically impossible to do manually. I spent weeks reverse engineering tools lik

HBO Max’s ‘Looney Tunes’ Purge Has Found a Sanctuary in Tubi

Looney Tunes‘ search for a streaming home has reached a happy ending—and some consolation after being prominently featured on HBO Max initially and then being wiped from the platform. The series has settled on Tubi, where fans can now find over 700 episodes. After being removed from the HBO Max media library back in March, the majority of the classic Looney Tunes cartoons were in limbo, but thankfully, Tubi swept in to save them. The rescue all but mirrors the prophetic algorithms-are-evil plot

Black Ops 6 Quad Feed Double XP Weekend Live Now During Battlefield 6 Open Beta

As Battlefield 6's record-breaking open beta rages on, Black Ops 6 developer Treyarch is showing some love to loyal Black Ops 6 players. The second double XP weekend of Season 5 is live now, with all four boosts active for players to take advantage of. You'll be able to speed through account levels, weapon attachment unlocks, and battle pass tiers to kickstart your advancement of the latest Season 5 content. This double XP weekend runs from Friday to Monday. Anyone playing Black Ops 6 during th

The Original History Behind the Mandalorians’ Wars Against the Jedi

The world of Mandalore has a long and complicated history in Star Wars, and perhaps even more complicated than the story of its peoples’ wars among themselves are their wars united against a common foe: the Galactic Republic, and the Jedi Order that served it. But outside of allusions and artwork, the story of what defined these conflicts has gone largely untouched in contemporary Star Wars continuity, as the focus returned to Mandalore’s restoration in the post-Imperial era. In the former canon

Sam Altman Says the Quiet Part Out Loud, Believes We’re in an AI Bubble

OpenAI CEO Sam Altman just admitted to what the rest of the AI industry won't: that the entire thing could be a big, fat bubble, ready to burst. Though it's a fiercely debated topic — with many experts saying the writing's on the wall — the OpenAI CEO was unwavering in his conviction. "When bubbles happen, smart people get overexcited about a kernel of truth," Altman told a small group of reporters on Thursday, as quoted by The Verge. "Are we in a phase where investors as a whole are overexcit

YouTube Music just got a new podcast superpower that’s been a long time coming

TL;DR Google Podcasts used to offer the ability to remove gaps of silence from podcasts. When Podcasts was retired, YouTube Music did not offer a similar tool. Work on a “trim silence” option for YouTube Music was spotted last year, and the feature is finally available now. Progress is supposed to mean improvement, right? While we’re no strangers to seeing Google transform one app into another, merging features in the process, it’s extremely frustrating when we lose some functionality along t

Sam Altman says ‘yes,’ AI is in a bubble

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. Posts from this author will be added to your daily email digest and your homepage feed. As economists speculate whether the stock market is in an AI bubble that could soon burst, OpenAI CEO Sam Altman has just admitted to believing we’re in one. “Are we in a phase where investors as a whole are overexcited about AI?” Altman said during a lengthy in

VW introduces monthly subscription to increase car power

VW introduces monthly subscription to increase car power 1 hour ago Share Save Liv McMahon Technology reporter Share Save Getty Images German car making giant Volkswagen (VW) has introduced a subscription for UK customers wanting to increase the power of some of its electric cars. Those who buy an eligible car in its ID.3 range can choose to pay extra if they want to unlock the full power of the engine inside the vehicle. VW says the "optional power upgrade" will cost £16.50 per month or £165

MasterClass memberships are 40 percent off right now

MasterClass promises online learning with instructors who are the very best in their fields, and an annual subscription is currently 40 percent off across all tiers. Subscribers to MasterClass will have access to over 200 classes taught by iconic authors, chefs, athletes and leaders representing a diverse collection of skill sets and backgrounds. You could watch a class on writing taught by James Patterson, or learn cooking techniques from Thomas Keller. If you're trying to impress at your next

Find Hub is working on a new way to quickly check your friends’ location (APK teardown)

AssembleDebug / Android Authority TL;DR Google appears to be working on a home screen shortcut for users who are sharing their location with you in Find Hub. Right now, Google Maps already offers similar functionality. Bringing the option to the Find Hub reflects Google’s consolidation of tracking tools. Big things are in the works right now for the Find Hub on Android. Already this year we’ve seen it pick up this new name and add support for tracking people, and just over the past couple da

Find Hub is the next Google app to get an Expressive coat of paint (APK teardown)

Andy Walker / Android Authority TL;DR We’ve conducted a teardown of Google’s Find Hub app and discovered a variety of visual changes. These tweaks are broadly in line with Google’s push to adopt the Material 3 Expressive style. Google’s Find Hub is your one-stop shop for tracking your devices, accessories, and even loved ones. Now, it looks like Google is bringing some Material 3 Expressive changes to this app as well. We conducted a teardown of the latest version of the Find Hub app (versio

Lessons learned from buying an open source repo

Our tiny startup recently acquired the most popular open-source Unity MCP repo on GitHub, and things didn’t quite go as planned. Here are the lessons we learned for anyone considering buying an open source repo. Why we bought the repo First, we like open source and want Unity MCP to stay relevant and open source indefinitely. Second, there’s distribution: being the name behind the project. If you don’t want to set up MCP yourself, you can one-click install Coplay for a premium experience. Wh

5 quick ways to make your soundbar sound better than ever (and for free)

Jada Jones/ZDNET Soundbars are gaining in popularity because of their sleek design and ability to provide an ample boost in audio quality compared to built-in TV speakers. Even with their plug-and-play nature, you can make a few modifications to help unleash the best possible sound quality. Also: I replaced my Sonos Arc Ultra with this Samsung flagship soundbar - and it's a worthy alternative Whether you're new to soundbar setups or a self-proclaimed audiophile, familiarizing yourself with so

Uber considers insurance payouts for delays, canceled rides, missed flights, more

Uber is inquiring select Brazilian customers on a series of new services, including multiple forms of insurance. Here are the details. Insurance may cover delays and even missed flights If you’ve ever had to cancel an Uber ride request, you know that you might have incurred a cancellation fee, which Uber says goes to the driver to make up for gas and time spent on the way to pick you up. But you’ve probably also been in the opposite situation, whether because the driver canceled halfway to pi

iOS 26 and iPadOS 26 public beta 3 now available

Following iOS 26 and iPadOS 26 beta 6, Apple has released the third iOS 26 and iPadOS 26 public betas. iOS 26 and iPadOS 26 public beta 3 For iPhone and iPad users on the public beta train, simply go to the Settings app > General section > Software Update to look for the over-the-air updates to iOS 26 and iPadOS 26 public beta 3. The third public beta release follows the sixth developer beta release of the pre-release software. Apple is expected to release the final versions of the iOS 26.0 a

Topics: 26 beta ios ipados public

macOS Tahoe 26 public beta 3 now available, here’s how to install it

As it usually does towards the final stretch of the beta season, Apple is moving to the weekly schedule of beta releases. Following Monday’s release of a new developer beta batch, the third round of public betas is rolling out now, including macOS 26 Tahoe beta 3. Here’s how to install it. First things first: should you install the beta? You probably know the drill: Betas can be unpredictably buggy. Even if something works on one release, it is not guaranteed to work on the next. Of course, y

Apple releases public beta 3 for watchOS 26, tvOS 26, and more

Apple has just released public beta 3 for watchOS 26, tvOS 26, and HomePod 26. Here are the details. Earlier this week Apple shipped developer beta 6 for its forthcoming major software updates like iOS 26, watchOS 26, and more. Today, those new updates have been released to public testers as public beta 3. For the most part, this latest wave of betas prioritizes bug fixes and stability. watchOS 26, tvOS 26, and HomePod 26 so far have revealed no noticeable feature updates in the new betas.

Topics: 26 apple beta new public

Google Find Hub’s automatic enrollments will only give you two days to opt out (APK teardown)

Andy Walker / Android Authority TL;DR Google plans to expand Find Hub’s automatic enrollment with more triggers. We’ve now spotted clues suggesting that once users hit these triggers, they would have two days to opt out of participating in the Find Hub network. Additional triggers expected in the future include enabling Location access on the device, syncing with Fast Pair accessories, and more. Google recently rebranded Android’s Find My Device tool into Find Hub when it added the ability t

I wasn’t using NotebookLM for YouTube research, but this extension changed all that

Andy Walker / Android Authority NotebookLM is by far the best AI project Google has piloted, and you can’t convince me otherwise. Sure, there are flashier examples, but none match the practical, everyday usefulness of this research and notebook app. Whether it’s for analyzing insurance or legal documents or helping me navigate my car’s user and care manual, this is one AI product I use almost every day. While importing various documents into the service is straightforward, uploading online medi