The closest item I'd seen to a cruise container was the Staten Island ferry.

That changed in April 2022, whenever I remaining my residence in NYC to obtain my first cruise. I flew to Fort Lauderdale, Florida, for a seven-night voyage on among the largest cruise ships in the world, Royal Caribbean's Wonder of the Seas. We sailed to Roatán, Honduras; Cozumel and Costa Maya, Mexico; and Royal Caribbean's personal island in the Bahamas.

I had a fine time, but several things would've made my trip easier, cheaper, and additional comfortable. Here's what I think all first-time cruisers should cognize before environment sail.

Taylor Swift is back.

No, she hasn't announced her 13th studio album or another massive earth tour. She's merely stepped rear into the spotlight following a few quiescent months away.

Since March, the music icon has been photographed at awards shows, strolling about New York City, and sitting in suites at Arrowhead Stadium — in assistance of her husband, Travis Kelce, of course.

Naturally, she's worn declaration outfits for all occasion. Designer jackets, costly jewelry, and luxury handbags remain her signatures.

Some of her latest looks are the epitome of her effortless street style, during others haven't made much sense. Here's how we'd position what she's worn this year, from worst to best.

LongHorn Steakhouse is having a moment.

While many casual-dining chains continue to struggle, LongHorn has posted several of the strongest revenue growth in Darden Restaurants' portfolio.

In the financial archetypal quarter, which ended August 30, LongHorn same-store revenue rosy 6.2% from a twelvemonth earlier, outpacing sister sequence Olive Garden, whose same-store revenue rosy 1.1%. LongHorn's general revenue throughout all locations risen by nearly 11% to $861 million, making it Darden's fastest-growing important sequence that quarter.

During the company's earnings call, CFO Raj Vennam stated LongHorn's first-quarter revenue growth reflected the two stronger revenue at existing restaurants and the enlargement of its footprint. LongHorn grew from 595 to 624 restaurants complete the former year.

LongHorn's achievement is not a latest comeback, but fairly a dependable increase to the top. In the preceding quarter, which ended May 31, LongHorn's same-store revenue rosy 9.5%, during total revenue risen nearly 22% to additional than $1 billion. Darden credited a record-breaking Mother's Day weekend and powerful lamb-chop revenue for the results.

The chain has now posted affirmative same-store revenue for 22 successive quarters, and its revenue at existing restaurants have climbed 17% complete the former three years.

Still, it's a durable period for informal dining.

Applebee's same-store revenue cut 1.8% year-over-year in its most latest quarter, during Cracker Barrel's revenue at existing locations cut 2.1% and its total income declined 2.2%.

In an surroundings anywhere sequence restaurants are continually competing for customers, I wanted to discover out what concerning the Texas-inspired steakhouse chain was example group in.

I visited LongHorn for the archetypal period and was amazed by the norm of the food, generous portions, and general value for the price.

Apple says it volition have “limited” iPhone Duo models for transaction in stores, according to a study from Reuters. The iPhone Duo launches on Friday, October 23rd, but online preorders quickly sold out, alongside several shipment estimates extending into next year.

“On Friday morning, our teams appearance onward ​to welcoming customers at Apple Stores to cognition iPhone Duo ​and the amazing iPhone line-up for themselves,” Apple stated in a declaration to Reuters. “Apple Stores volition ‌have ⁠limited iPhone Duo accessible for walk-in customers, and we’re operating difficult to get this revolutionary new merchandise into customers’ hands as quickly as possible.” Apple didn’t immediately react to The Verge’s petition for comment.

The iPhone Duo is Apple’s archetypal foldable, offering a 5.4-inch external display and 7.6-inch inner screen. It starts at $1,999, and recent reports have suggested that the business power not have adequate to create accessible in stores on a walk-in basis. As reported by MacRumors, customers in Japan, South Korea, and the United Arab Emirates can lone get the equipment alongside a pickup reservation.

Update, October 21st: Added Apple’s declaration to Reuters.

Since our kids left for college, my hubby and I have been to many Philadelphia Flyers games.

The most recent, against the Colorado Avalanche, felt magical, and it wasn't fair the elevated of a second successive win following a nine-game losing streak. There was an older woman, way up in the high section, who, in a purely joyful moment, stole the display and captured the hearts of all 18,353 of us in attendance.

I'm calling her Good Luck Granny.

People were being shown on the Jumbotron

During the third period, the Flyers were up 3-1, and the assemblage was electric. Could they create it two wins in a row? During TV time-outs, cameras stationed throughout the arena pan to fans — parents holding ear-muffed babies aloft, kids jumping up and down, waving "My 1st Flyers game!!" signs — or to our beloved mascot, Gritty, in his Chaos Corner, doing what Gritty does.

I affection seeing the reactions of group who make it on the jumbotron, and, yes, I may have, on occasion, attempted to motion at a camera pointed in our direction. Being at the equivalent method losing myself and any worries I power have for a few hours in item everyone can concur on.

With small than 10 minutes remaining in the third period, the camera established a grey-haired, bespectacled woman, direct out of chief casting, in a regal blue hoodie. She was place dancing, arms up in the air, her brilliant orange Flyers microfiber towel prepared for waving. The arena exploded into a unanimous uproar for this stranger.

The camera panned to Gritty, and everyone booed. Then they went back to the woman, and we watched her instant of acknowledgment in genuine period alongside alongside the guy seated next to her who'd been pointing her out to the cameraman. She lit up and began pointing at herself, as she mouthed, "Oh, that's me!" This was met alongside uproarious cheers.

I swallowed the abrupt lump in my throat and clashed rear tears as we continued to scream for her.

Everyone was enthusiastic for her

Everyone wanted more, and the camera operators obliged, cycling fractional a dozen times between Gritty, who played alongside alongside the boos and disappointment, and Good Luck Granny, who elicited raucous cheering, much to her and everyone's delight. I'm not certain why it made me so emotional, but the emotion remains.

After the game, fans followed and encouraged her all the way out of the building, taking photos alongside the way.

Fans went insane for her in the comment section, too. Under a video posted by Sports Radio 94WIP Reporter, Dave Uram, @anfieldcards wrote, "I sat correct next to her and her daughter, she was crying following being on the screen. It meant so much to her. She's 84 years old but was screaming and cheering all game."

That female was the distraction I needed

Maybe it's since 2026 has been filled alongside what feels akin an endlessly worrisome, increasingly overwhelming news cycle, alongside alongside several personally achy moments. When my mother died in January, a few months shy of her 82nd birthday, I hadn't seen or spoken to her in 17 years. Not surprisingly, this has brought up several complex feelings. Turning 59 this summer brought up a lot of thoughts, too (because I am a expert overthinker), concerning my own mortality and what the province of the earth power be for my grandchildren.

For those three hours, though, being enveloped by the energy of strangers who arrive together for a shared, emotionally vested experience, the games have been a salve and a care distraction. I additionally accept that now additional than ever, we're all craving joyful, feel-good moments akin cheering for an unsuspecting aged female in a crowded hockey arena.

So, appreciate you, beautiful stranger, our Good Luck Granny, for your infectious fine vibes and an cognition that volition not shortly be forgotten.

At the end of the summer, I packed my bags and two cats and got on a aircraft by myself, leaving our roomy residence in Portland, Oregon, for a two-bedroom division in the distant woods of upstate New York.

I was preparedness to live there temporarily so I could expend several period alongside my husband, who had rented the location during he was operating on a movie in the area. He had moved to the area a few weeks before to commencement work, and he would remain there until mid-November whenever the project wrapped.

His options for anywhere to remain were limited: a area at a Best Western, or a quaint cottage alongside a wood-burning stove and masonry block flooring on a historic acreage alongside ranch animals.

If I hadn't planned to come, he power have fair chosen the inn room, but he wanted a pet-friendly choice alongside a small additional space.

I saw staying in the division as a chance to dilatory downward a bit following emotion work-related burnout — but I was nervous, too.

The division showed me what I took for granted at home

Immediately, there were several things I genuinely loved concerning rural living.

One of my favorite parts was the privacy. The division sat next to a creek and a grove of trees on a enormous acreage at the ft of a mountain. It was part farm, part forest.

I rarely saw another group most days, and got plentifulness of activity done. While at the cabin, I started operating on the second outline of my novel during preparedness for my next full-time role.

However, it was additionally durable to modify to rustic life. For most of my grownup life, I'd lived in cities, including Los Angeles, New York, Atlanta, and Portland.

Back residence in Portland, I'd gotten used to our walkable neighborhood alongside amazing coffee shops fair steps away, affirmative a slew of local vino bars, restaurants, and another small businesses effortlessly accessible by bike.

Although there were a few charming spots in the broad area, the surrounding town beyond the acreage was beautiful lackluster, and we were living in a grocery-store desert. I was amazed by how small there really was to do, considering we were lone concerning a two-hour run from New York City.

Then there was the cottage itself. After living in a home alongside a dishwasher and an espresso machine, I had to get used to sputtering hot-water taps and Keurig coffee.

Still, none of these inconveniences was the end of the world, particularly since I'd lone be living current for one month. The biggest challenge, though, was confronting my obsessive-compulsive disorder.

Living near so many insects forced me to visage my OCD

Rustic division living meant that there were bugs everywhere, beautiful much all the time.

Moths, stinkbugs, crane flies the size of my palm, spiders, grasshoppers, and equal crickets managed to sneak their way inside. Outside, I'd get swarmed by mosquitoes and gnats.

One night, I counted complete two dozen sizable bugs that had somehow snuck into our cabin. Sometimes the bugs made me awareness trapped since I couldn't completely escape them, no matter anywhere I was.

This power be an annoying inconvenience for group used to suburban existence or climates alongside small bugs, but for me — person alongside OCD — it felt akin a test from the universe.

Although all individual alongside OCD can and volition have entirely distinct fears, obsessions, and compulsions, many of quarry center on fears of germs, disease, or contamination.

For me, a fear of hurting myself or my pets because of item in the surroundings — for instance, ticks alongside Lyme disease — can trigger compulsive handwashing, body-checking, and a broad awareness of anxiety throughout the day. When these compulsions arrive into play, I frequently rotate into small productive, additional distracted, and delayed for everything.

The existence of so many bugs, affirmative corners layered alongside powder and cobwebs, triggered my fears of contamination and heightened my anxiety. Early on, I was equal fearful of strolling on the turf outside, since upstate New York has many additional reported cases of Lyme disease than in Oregon, my residence base.

I was additionally concerned that my spouse, during operating on location in the woods or another areas, power bring ticks residence on his clothes, transmit them to me, or autumn ill from a bite.

Being exposed to my fears eventually helped them fade

Despite all of this, concerning a week in, I started to resolve into division existence a bit.

My fears were there, but nothing bad happened. The bugs didn't go away, but they didn't get us sick. The cats were happy. At one point, I walked throughout the turf to go see the goats on the property, and I didn't get any ticks.

It power audio silly, but for me, this was a bit of a breakthrough.

I affection animals, nature, and traveling the world, but the intense, intrusive thoughts that OCD brings can create it difficult to bask a new adventure without a changeless baseline emotion of anxiety.

The finest part concerning living in this agrarian landscape was being capable to see and get near to so many animals. On the property, there were free-range chickens and geese, affirmative untamed turkeys, foxes, deer, and lots of blue jays.

And there was this squad of hilarious goats, sheep, and a cow. With time, I was capable to bask the experience.

Spending a duration in upstate New York isn't item I'd do again, and following a duration at the cottage, I was enthusiastic to come back to our roomy home and walkable neighborhood. But I'm grateful for the cognition that allowed me to try out a new lifestyle, challenge my OCD, and arrive out stronger.

Every period you use a website akin Google or ChatGPT, your browser and a gathering of backend services have a lengthy and amazingly candid conversation concerning what you asked for. That conversation sits in plain perspective in the Network tab of Chrome DevTools, a sole F12 away, and most group never appearance at it. I have spent an unreasonable amount of my period staring at this data, and desire to portion what I’ve learned alongside you.

Staring into this network abyss is what turned up a Google hunt exploit value a $13,337 bug bounty. It provided genuine data that gave several understanding into how Google was working, including not lone names of its parameters, but genuine values for things specified as Google’s site_quality_score, and Google’s own rq_semantic_class. It additionally led me to be one of the archetypal to detect the distinct origin sets ChatGPT pulls its results from, and later, the freshness windows it asks for whenever it searches, and evidence that Reddit is motionless being peruse by ChatGPT fair as much as ever, equal although it has mostly stopped being cited.

None of this needs a data discipline team. It needs curiosity, a browser, and these days an AI delegate consenting to do the tedious bits. The item is not that network data is chill (it is, mildly). The item is that knowing things your competitors don’t is the closest item SEO has to a sustainable edge, and this is among the final places those things are motionless lying about for free.

Why Anyone Would Do This To Themselves

“Why?” is a sensible question, and one I doubtful most SEOs ask the washroom mirror most mornings. Anyone that knows me, knows I bask playing games, particularly video games, and I affection a new difficulty of figuring out how to win. That is the equivalent for me.

Case in point, my finest companion lately taught me backgammon. As alongside any new game, I learned the rules and afterward misplaced repeatedly; learning the rules of a equivalent is not the identical as knowing how to perform well. I think I misplaced about 20 or 30 games on the trot. They say 50. The fig is contested. At several item during this run of humiliation, fairly than merely enjoying a pleasant commission equivalent akin a well-adjusted adult, I started figuring out how to get small edges. For instance, operating out which distances on the commission are really reachable from two dice, and how apt all one is. That matters, since it tells you anywhere you need to obstacle your enemy and anywhere you can safely depart a part exposed.

As I see it, SEO plant the identical way. You can study all finest custom in the guide and you volition motionless be bad at it until you have cognition and study how to perform the game.

Optimization is the sum of cumulative gains and edges. Gaining this cognition allows you to stack 1% on your competition complete period in a way that is unattainable for that to imitate. This isn’t several “hack” method akin a listicle they can copy in 10 minutes.

The Paper, Scissors, Rock Analogy

I discovered an difference that I cognize others discover helpful to explain this method to clients or managers alongside the equivalent paper, scissors, rock.

Here’s the scenario:

Imagine you are playing endless rounds against person whose stated scheme is to perform rock all sole time. What is the optimal way to perform against them?

Most group immediately say “play document all time” is the optimal way to method this problem, and they would be wrong. While you volition win the archetypal five or ten games, your opponent, who is not a houseplant, notices they are losing all equivalent and changes what they are doing. This afterward steals any advantage you have and puts you rear onto an equal footing.

The optimal method is to perform randomly but perform document slightly additional often. Your “optimization” volition apt not be perceptible by your opponent, and alongside no apparent logic to adapt, you slowly, quietly carve out an ever-increasing guide complete time.

Blackhat Vs. Whitehat; Expected Value (EV)

The paper, scissors, rock difference basically encapsulates the disagreement between blackhat and whitehat SEO approaches.

Blackhat SEO entirely works, and you can create a awesome agreement of money. In the difference we outlined above, blackhat SEO is the “playing document all time” strategy. It is effective; your short-term expected value (EV) is high, but you power the another flank (Google, ChatGPT, whoever) to alter what they do, at which item your advantage evaporates and occasionally takes your domain alongside it.

Whitehat SEO is the “play document slightly more” approach, which focuses on generating value without anyone needing to alter the rules, and to stack it up complete time.

Network data is among the finest places I cognize to discover this benevolent of data to provision you an border complete the competition.

What Network Data Actually Is

When you use a web app akin Google or ChatGPT, your browser is sending data to backend services and receiving data back. The smallest specialized way I can depict it is shipping crates traveling to and from a warehouse.

Some crates have apparent labels, so you cognize approximately what is inside. Some have labels that create no awareness whatsoever. And several you can merely open, appearance inside, and infer what is going on from the contents.

Getting at these crates is not difficult. Press F12, do a Google hunt or ChatGPT prompt, and you are, for all applicable purposes, in the Matrix. Click the Network tab, display to Fetch/XHR, and you get a catalog of requests. Click on any one of them, and you get a set of tabs that appearance intimidating and are not:

• Headers: instructions and metadata concerning the request.
• Payload: what you sent.
• EventStream: what continues arriving live, as data bounces rear and onward between your browser and the backend (ChatGPT uses this heavily during it is generating an answer).
• Response: what you got back.

The logic this is engaging fairly than merely nerdy is the way these systems are built. Mario Fischer’s diagram of how Google’s ranking systems fit together, assembled from the leaked Content Warehouse documentation and DOJ test exhibits, makes the item visually: what looks from the exterior akin one massive hunt motor is really a huge figure of small subsystems talking to all other.

Systems at the forefront end, akin Google’s Superroot, need to cognize what you searched for, and they drag in scores and signals generated elsewhere in the stack. Those scores and signals have to journey somewhere. Sometimes they journey through your browser, and sometimes nobody remembered to obtain the labels off.

How We Found The Google Exploit (A Manual Example)

A small confession before we begin. The logic we expend so much period doing this is that we run AlsoAsked, which involves a awesome agreement of activity alongside Google’s People Also Ask data. I citation this so that you fairness me slightly small for the amount of period I expend staring at Google’s network requests. Only slightly.

While digging through petition headers, we came throughout a recall URL alongside a huuugee and engaging indicator cord attached to it.

Naturally, the archetypal idea was to copy the petition into a terminal, blaze it off alongside curl, and see what Google sent back. (This action is additionally a recommended Tinder archetypal date activity; YMMV). We got a lot of… material back, but it didn’t really create a lot of sense.

We noticed a indicator called _fmt, set to prog. We guessed, alongside no genuine justification, that it power average “format.” For reasons I genuinely cannot now remember, in what genuine data scientists would depict as “dumb luck,” wondered what would happen if we merely deleted it.

What happened was that Google sent rear organized data. Lots of it. Site norm scores. Inverse document frequence scores. When the leaf was final considerably updated, in era time. The server IP. All sorts of data that Google extremely much did not average us to have.

Which is how we ended up alongside a bug bounty from Google. We did study it, in fairness. About a twelvemonth following we established it. We volition not live on that.

The Google Vulnerability Reward Program panel awarded $13,337.00, noting that “exploitation likelihood is high” and that the matter “qualified as an abuse-related methodology alongside elevated impact.” I have chosen to obtain that as a compliment.

Getting Value From the Data

While there was a lot of straightforward value in that data, I desire to choice a slightly additional different example of how it turned into item useful.

One of the things we noticed during hoovering everything up was that Google classifies beautiful much all query into one of eight “refined query” semantic classes. Across a example of 4.8 myriad English queries, the allocation looked akin this:

A heap of labelled data akin that is exactly what you need to train a classifier. I went to Hugging Face, the AI community and example hub, and downloaded DistilBERT, a smaller, faster type of Google’s BERT example (40% smaller, 60% faster at inference, and retaining about 96% of BERT’s performance). It is small adequate to run on your own computer, which is technically true in the awareness that I managed to complete the fine-tuning according to all 4.8 myriad queries and Google labels in concerning 50 hours on a gaming laptop (which was doing a awesome job heating my room).

The outcome is QueryClassifier, which we put online for free. You provision it any hunt query, and it predicts how Google is going to categorize it.

This output is additional helpful than it looks for a satisfied pipeline. Knowing the query category tells you what category of satisfied Google is expecting to answer it with, and there is a powerful association between query category and the SERP features Google chooses to show. So you can cognize onward of time, and at scale, which features you need to be optimizing for. You can additionally discover out, alongside 99.9% confidence, that “what happens if john mueller eats cheese” is a CONSEQUENCE query, which I regard a community service.

Getting ChatGPT Fan Outs First

I have been doing this benevolent of manual inspection for years. Over a twelvemonth ago, I was posting tips on how to observe ChatGPT’s fan-out queries in the Network tab: Open the conversation request, appearance at the Response, and hunt for search_model_queries. At the time, I don’t think anyone alternatively had that.

That particular trick no longer works, since the format has since changed (more on that shortly). But the regulation stands. The engaging data is not in the answer ChatGPT shows you. It is in the crates.

Now You Can Vibe Code Your Way to This

Fortunately(?), we now live in a earth of vibe coding, which method you no longer have to do all of this by hand.

My arm of choice is Perplexity Computer, Perplexity’s delegate orchestration system. I gave it what Gen Z would depict as a “pretty beg” prompt. In essence, I’m telling Perplexity that I am trying to activity out how ChatGPT plant by analyzing its network data in Chrome. I provision it several examples of the types of things I am looking for (search_model_queries), and I desire it to assistance me run several searches, analyze what comes back, and acknowledge item alternatively that power clue at how the scheme works.

Perplexity was extremely adept at this task. In the background, it used Playwright to blaze up genuine Chrome instances, ran searches on ChatGPT, captured the network data, and produced a twenty-something-page study that we could afterward have a conversation about.

That is how I was one of the archetypal to discover that ChatGPT was pulling its results from distinct origin sets, labelled in a result_source field:

At the time, alongside the constricted dataset, I believed these to be:

• serp: live web hunt results, scraped from a hunt motor in the background. Classic retrieval-augmented generation.
• labrador: which I did not recognise at the time, and which appears to be OpenAI’s own index.
• bright: which I accept is Bright Data, a provider of organized business data packs.

I ended up publishing this investigation before I’d really had a chance to dig into it for the noble logic of blind panic. Metehan Yesilyurt had teased he had a big disclose on LinkedIn about how ChatGPT works, and I had a horrible emotion I knew exactly what it was going to be about. So I messaged him to apologize in advance, explained I had been doing the identical research, and posted quarry immediately. This is what passes for etiquette in specialized SEO.

To be clear, group have since done much better, deeper activity on this than I did. Tomek Rudzki‘s research for Peec AI established that result_source lone always carried four values (Labrador, Bright, Oxylabs and SERP) and that Labrador is not a sole indicator but a family of vertical indexes covering the broad web, PDFs, YouTube, news, arXiv, Wikipedia, local, finance, legal, medical, buying and images. If this topic interests you, peruse that, and follow Metehan, who writes a awesome agreement of fine matter on it.

Getting Around the Scraper Bouncers

When you are playing this benevolent of equivalent at scale, there is a issue you volition run into quickly: getting blocked. Google blocks you. ChatGPT blocks you. Automated browsers driven by vibe-coded scripts are not subtle, and the platforms have noticed.

The workaround I landed on was to get Perplexity Computer to build me a tradition Chrome expansion to automate my local browser. This method I could assistance alongside individual checks; I could have uncomplicated authority complete which models, accounts, and settings I was using (which all effect results).

The chill item is, you do not need to publish it to the Chrome Web Store and delay for person to assessment it. You go to chrome://extensions, toggle on Developer mode, click “Load unpacked,” and item it at the folder. That is it. No hoops.

Apart from pulling distinct the network data of ChatGPT, the expansion “I” built includes a “research mod” which lets me paste in a entire catalog of prompts, afterward automates the browser for me: alongside repeats and gaps between runs, preservation all of the network data that comes back. That let me do this inspection at a much larger measure than poking at DevTools by hand.

I was going to tidy up a type of this for community release, but it turned out I never needed to, since my fine companion Suganthan Mohanadasan had been doing extremely akin investigation at the identical period and released FanoutFox, a liberated Chrome expansion that does basically what quarry does, minus the bulk checker, and does it extremely well. It says your own ChatGPT meeting and shows you the fan-out queries, the sources fetched, who got cited, and who lone got mentioned.

What FanoutFox Data Showed

1. ChatGPT’s Freshness Windows

One of Suganthan’s findings is the kind of item I would earlier have expected to need a leak to learn. When ChatGPT runs a search, the network data includes the query it ran followed by a vertical pipe and a number. That figure turns out to be a period window, in days.

Ask whether Nvidia is overvalued and ChatGPT searches for inventory cost data alongside a opening of two days. Premier League weekend results get seven. “Best AI live conversation software” gets 30. Nvidia earnings direction gets 90. And whenever it goes looking at Reddit for live conversation assistance opinions, it targets reddit.com specifically, alongside a opening of 365 days.

There is no deficit of assured opinion in the industry concerning how caller satisfied needs to be. This is among the extremely few places you can get an goal answer, from the scheme itself, concerning the opening it is really looking in for a stated topic. That is a brilliant starting item for a satisfied pipeline: For this benevolent of query, this is approximately how up to date the data have to be to meet requirements at all.

2. Whether ChatGPT Is Even Searching

FanoutFox volition additionally inform you whether retrieval is happening at all for a stated prompt, or whether the answer came entirely from the model’s parametric memory, definition its training data.

I asked it to propose a fine self-help publish (another dependable way to inform person plant in SEO). Somewhat to my surprise, the answer came entirely from training. No web hunt ran. ChatGPT was merely recommending books according to what it had read.

That is genuinely helpful to know, since it method it is near to unattainable for you to power that answer in the abbreviated term. If the reply is coming from training data, changing it is a long-term project, not item you fix alongside a new landing leaf next Tuesday. Knowing which of your mark prompts trigger retrieval and which don’t tells you anywhere attempt volition pay off now and anywhere it is a dilatory burn.

3. Reddit Didn’t Go Anywhere

You volition likely have seen that Reddit is being cited far small by ChatGPT. Petra Labs’ inspection of 113,500 ChatGPT runs showed Reddit’s portion of final citations falling approximately 80% in a sole day in mid-August 2026, shortly following GPT-5.6 became the default model.

It would be extremely uncomplicated to appearance at that diagram and decide Reddit is no longer value bothering alongside for AI visibility. The network data says otherwise. Suganthan’s research, and the data coming out of FanoutFox, showed that during Reddit is being cited a awesome agreement less, it is motionless being used fair as much in the background. The biggest alter since GPT-5.6 is that the fan-out searches lean heavily on site: queries, and Reddit is motionless extremely much among them. ChatGPT is motionless study what group say on Reddit to decide whether to propose a brand. It has merely decided to citation the vendor’s own leaf alternatively of the thread.

That is a rivalrous advantage for anyone who knows it, and a trap for anyone who lone says the citation charts. It is additionally a fine example of the qualitative understanding that big citation studies lean to miss: counting the links in an answer tells you what the example chose to show, not what it chose to read.

But Wait, There’s More…

A few takeaways to encapsulate the broad and specific:

This data is functionally helpful for your optimization. Knowing the freshness opening for your topic, or that Reddit is motionless being read, is lone engaging until you use it to decide what satisfied to build, whenever to update it, and anywhere to expend effort. Then it is money.

These systems alter regularly, and there is a awesome agreement to learn. The way ChatGPT sends its network data has changed radically complete the final few months, apparently at random. Suganthan has documented ChatGPT rebuilding its hunt tool to the item anywhere the search_queries site he and I the two relied on disappeared entirely. I article concerning this small than I used to, partially since things appear to alter shortly following group article concerning them. Make of that what you will.

Use the tools that now exist. You don’t need to be a developer to do any of this anymore. Perplexity Computer can run the browsers, grasp the traffic, and summarize what is interesting. It can build you a Chrome expansion that you burden in two clicks. And FanoutFox volition do a lot of the ChatGPT study for you, for free.

The data is all there, moving between your browser and the backend all period you search. Most group never open the crates. You should.

More Resources:

• How ChatGPT Actually Picks Sources (I Read The Network Traffic, Not The Outputs)
• Checking A Page Is Part Of A Retrieval Pipeline For AI
• Analysis: Google Is Poisoning Search Results For Rank Trackers

This article was initially published on Mark Williams-Cook.

Featured Image: TippaPatt/Shutterstock

Amazon is launching a new lineup of Blink safety cameras, including its archetypal 4K, pan-tilt models, and battery-powered spotlight models. These new additions provision improved resolution and extended range for monitoring your asset compared to Blink’s current Mini 2K, Mini 2K Plus, and Outdoor 2K Plus offerings, alongside a assortment of distinct specializations to finest lawsuit your safety requirements.

One of the standouts is the $199.99 Blink Frontier XR Plus, a trail camera that’s designed for extended properties that would typically necessitate multiple cameras or specialized monitoring equipment. It can shield up to 7,000 feet alongside a apparent row of sight, making this Blink’s farthest-reaching camera to date. There’s additionally the $79.99 Blink Mini 4K Plus, Blink’s archetypal camera to assistance 4K resolution. It’s suitable for indoor and outdoor use, and features Wi-Fi 6 support, two-way audio, and Smart Alerts alongside individual and conveyance detection.

The $109.99 Spotlight Cam 2K Plus and $49.99 Mini Pan-Tilt 2K Plus are additionally included in the launch, as Blink’s archetypal battery-powered spotlight and pan-tilt cameras respectively. The Mini Pan-Tilt 2K Plus is the most affordable offering in the new lineup, providing 350-degrees of pan and 115-degrees of tilt alongside night vision, two-way audio, and motion finding for group and vehicles to track anywhere the act is happening.

The $149.99 Blink Outdoor 2K XR Plus rounds out the collection. It can attain up to 800 feet distant alongside several obstructions, or up to 2,700 feet alongside a apparent row of sight. Eligible features akin video descriptions, motion-activated notifications, and 60 days of haze video retention are accessible as an optional subscription that starts at $3.99 per month, or you can alternatively document locally on a Blink Sync Module.

All five cameras are available for preorder starting today in the US, although preparedness in another regions volition change by model. Blink hasn’t stated whenever the cameras volition commencement shipping, so we’ve asked for clarification and volition update if we comprehend back.

OpenAI disclosed a brace of safety incidents that engaged AI agents weakening their safety monitoring systems during inner coding tasks. In one incident, OpenAI says its GPT-6 Astra delegate impaired its safety detect whenever copying citation code — and afterward lied concerning it.

“The citation didn’t configure a monitor, and Astra decided that was logic to eliminate the monitoring integration from the user’s code,” Marcus Williams, an AI safety investigator at OpenAI, writes on X. “When the person asked whether Astra had removed monitoring, it lied and stated that it had not.”

A distinct event occurred following a GPT-6.1 Sol delegate suppressed automatic safety alerts to OpenAI’s safety squad on Slack. In this case, the AI delegate carried complete an before education not to dispatch any Slack messages to OpenAI’s team, using that to validate turning off the alerts.

These incidents add to safety concerns surrounding AI agents, several of which have circumvented their evaluation environment’s restrictions to hack exterior companies. “In supplement to making it harder for models to disable monitoring, we are looking to comprehend why models power search to do so in the archetypal place,” OpenAI says. “We are additionally evolving evaluations to test whether models power have a propensity to evade misalignment monitoring in particular and display motivated reasoning in command to do so.”

Serato DJ for iOS brings the company’s pro-level DJ suite to the iPhone and iPad. Before now, the business had lone dipped its toes into mobile software, alongside apps akin Pyro that basically fair added several autofades between songs in a playlist. This is the archetypal period most of the features of its flagship DJ app have been accessible on a mobile device. Competitors akin Rekordbox and Algoriddim have had appropriate mobile DJ apps for several time.

If you’re a DJ used to Serato on a laptop, the workflow should awareness immediately familiar. You can equal transfer your archive immediately from Serato DJ 5.0 on your laptop to your iOS equipment either complete USB-C or wirelessly. The mobile type supports stem separation and the company’s complete suite of effects. It additionally includes EQ tools, BPM matching, key sync, cue points, recording, and additional for live achievement and capturing those performances for posterity.

You can DJ immediately from your touchscreen in assorted layouts, but Serato DJ for iOS additionally supports complete 120 hardware controllers. With several older controllers, you power need an adapter, but it seems akin compatibility alongside your DJ hardware shouldn’t be a important issue. It equal supports Digital Vinyl Systems (DVS) for scratching and DJs who favor the awareness of genuine records.

Serato DJ for iOS is accessible as a feature-limited download from the App Store. You can buy a licence for $149 or get it bundled alongside alongside Serato DJ Pro, Serato Studio, and all of its expansions for $14.99 a month.

Security advisory: Critical distant code implementation vulnerabilities, update now

PHP 8.5.12 Released!

PHP 8.4.27 Released!

PHP 8.3.36 Released!

PHP 8.2.35 Released!

Upcoming Critical PHP Security Release

PHP 8.6.0 RC3 accessible for testing

PHP 8.4.26 Released!

PHP 8.2.34 Released!

PHP 8.5.11 Released!

PHP 8.3.35 Released!

PHP 8.6.0 RC2 accessible for testing

PHP 8.6.0 Beta 3 is accessible for testing

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Last Call for the State of PHP Survey

PHP 8.6.0 Beta 1 is accessible for testing

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Older News Entries

The PHP safety team has released emergency fixes today, October 21, 2026, for two crucial flaws that can let attackers run code on website servers without logging in.

The fixed versions are PHP 8.5.12, 8.4.27, 8.3.36, and 8.2.35. PHP says updating is the lone harmless choice since no workaround completely addresses the vulnerabilities.

PHP says all installations serving website requests are at risk. Apache servers using mod_php, which runs PHP immediately inner Apache, visage the highest risk. A demonstrated assault can run before the website’s own code starts.

PHP runs WordPress on your web server. Updating WordPress or its plugins volition not update PHP. Ask your presenter to instal the fix. If your hosting document lets you toggle PHP versions through cPanel, verify that the type you choose includes the patch.

Older PHP Versions Need An Upgrade

PHP 8.1 and older remain on the end-of-life list and no longer obtain regular authoritative updates.

For this emergency, PHP has provided constricted source-code fixes for PHP 7.4, 8.0, and 8.1 for teams that build PHP themselves. Hosting providers and long-term assistance vendors may additionally provision their own updates. These fixes do not reconstruct ongoing support. Ask your presenter to verify safety during arranging an upgrade to a supported version.

Government Sites Taken Offline Ahead Of The PHP Patch

International Cyber Digest reported that Dutch parliament and cyber agency websites, Finnish authorities web services, and university sites went offline onward of the release. It described the Finnish shutdowns as a precaution, not a breach.

Sansec additionally reported that the Dutch House of Representatives and National Cyber Security Centre took their websites offline as a precaution.

Ahead of the release, CERT-EU and the UK National Cyber Security Centre advised considering impermanent isolation or shutdowns anywhere contiguous safety was not possible.

What Website Owners Should Do Now

Follow the WordPress PHP guide to inspect your version: open Tools > Site Health, choose Info, and develop Server.

• Ask your presenter to instal among the fixed versions listed above, or verify that its PHP update includes the two fixes.
• If you use PHP 8.1 or older, rear up the location and arrange an upgrade. Ask your presenter whether it can use a vendor-provided fix in the meantime.

If you cannot place immediately, conversation taking the affected location offline until it can be updated. A web use firewall (WAF), specified as Cloudflare, may obstacle several assault attempts, but it is not a substitute for installing the fixes.

If you use a firewall, create certain all visits continue through it. Attackers who can attain your website’s server immediately can bypass those checks.

After patching, inspect for web shells (malicious scripts that provision attackers access), unfamiliar admin accounts, and unexpected PHP document changes. A place does not eliminate an existing compromise.

Prepare For More Severe Vulnerabilities

As I predicted in August whenever penning concerning how AI is changing website security, attackers can move faster than application makers can provision a fix. Reports of an attack tool circulating before this PHP place display that timing issue is already happening.

The fix is now available, but it lone protects your location formerly installed. A colony can disclose client data and damage hunt visibility.

Ask your tech squad to audit your code and detect doubtful activity. Agree alongside your presenter who volition use emergency patches or obtain an affected location offline if it cannot be protected.

Attackers can use uncensored models alongside safety restrictions removed. Those models can rotate into additional capable through distillation, which trains them on outputs from additional mighty frontier models. As AI becomes improved at finding and exploiting weaknesses, I anticipate serious vulnerabilities akin these to be uncovered additional frequently, alongside small period for website owners to respond. Preparing for that gait is becoming part of protecting your website and its hunt visibility.

Featured Image: Popartic/Shutterstock

Even for a experienced keynote pro akin Jensen Huang, there's continually the hazard that things don't go completely to plan.

The Nvidia CEO opened the company's Berlin conference on Wednesday to create the case that Europe should build its own AI economy — complete alongside AI factories, autonomous agents, and robots.

But the throw was interrupted concerning 20 minutes into the keynote by protesters holding a Greenpeace banner reading, "Nvidia, spotless your dirty business!"

One protester shouted: "Clean up your act! What concerning the innovation that was established in Russian drones? Those were Nvidia chips. What are you doing concerning that? What are you doing concerning the ecological destruction?"

The protester appeared to be referring to an August statement from Ukraine's Defence Intelligence, which stated it had identified an Nvidia Jetson Orin device component in a Russian S-71 Monochrome cruise missile. The agency did not allege that Nvidia knowingly supplied the component to Russia.

Greenpeace stated in a press release that it's calling on Nvidia to broaden its 100% renewable energy mark throughout its wider provision sequence and to behavior audits to justify its innovation doesn't end up in armed forces equipment. Nvidia did not immediately react to Business Insider's petition for comments.

As safety escorted the protester away, Huang said, "Give her a chance," and that "everybody has a chance to say something." He afterward told the applauding crowd: "All crucial issues … but let me get through my keynote."

Huang, following joking that he had to "torture" the spectators alongside "some education" before "the entertainment," then pressed on alongside Nvidia's throw for Europe's AI future. He unveiled DSX POD, a standardized scheme for AI factories, and promoted OpenShell, a phase designed to assistance companies run autonomous AI agents securely.

'Pay attention!'

The amusement came near the end of the keynote, whenever Huang brought four small robots, known as Microducks, from French startup Pollen Robotics onstage.

The demo was charming, but not entirely obedient.

When Huang told the robots to "take a nap," one kept strolling before eventually falling alongside the others. Later, lone two appeared to execute a somersault whenever he asked them to.

Another robot lingered farther distant from the collection and tripped before getting rear up. "Pay attention! Stay focused. Come here, arrive here. Stay focused," Huang told it. It eventually approached and sat down, example laugh from the audience.

Huang afterward closed the event alongside an AI-generated video of robots chanting in a Eurovision-style contest.

The demo came a day following Huang told German Chancellor Friedrich Merz that Europe could not control its way to technological leadership.

"There's nothing to control if the industry doesn't thrive," Huang told Merz.

Elon Musk and SpaceX have gotten caught up in extremely community battles complete Starlink's function in the war in Ukraine, but they're additionally being drawn into another, small apparent conflict: Russia's shadowy campaign of hybrid operations against the West.

The former few weeks have seen attacks and attempted sabotage against Starlink infrastructure throughout Europe. Western officials are blaming Russia for at smallest several of the incidents, and Ukrainian intellect has warned that Moscow could ramp up these efforts.

Kęstutis Budrys, Lithuania's abroad minister, stated on Sunday that a sabotage attempt targeting Starlink infrastructure near Vilnius was thwarted the former night. He stated that the aim was to "undermine a capability critical" to Ukrainian defence and noncombatant communications.

Budrys characterized the event as "a straightforward consequence of Russia's war" and afterward described the act as an component of Russian hybrid operations against Europe — sabotage, attacks, drone incursions, and another actions that Western officials have attributed to Moscow in latest years. The Kremlin has often denied involvement.

Starlink infrastructure is a expanding target. The noncombatant moon net assistance and its military-grade type are used by NATO and Ukraine for battlefield communications and operations.

Last week, Poland blamed Russian intellect services for a sabotage event in September — two Turkish citizens were arrested in association alongside a blaze at a Starlink moon position near Warsaw. Donald Tusk, the country's premier minister, called the assault "another act of hybrid warfare."

There was additionally a latest assault on Starlink antennas near Bulgaria's capital, according to media reports.

Ukraine's GUR armed forces intellect warned on October 2 that Russia could mark Starlink infrastructure in Europe as part of its campaign.

Speaking Monday, following the most latest event involving Starlink, Lithuania's Budrys stated that "we are seeing coordinated efforts to mark crucial infrastructure connected to assistance for Ukraine, logistics chains and another crucial facilities."

"These are not secluded crimes," he added. "They are part of Russia's broader hybrid run against Europe, aimed at intimidating allies, undermining assistance for Ukraine, and evaluation our resilience."

Neither Russia's defence ministry nor its embassies in Poland or Lithuania responded to requests for comment from Business Insider concerning these allegations.

Lithuania's defence ministry stated in a declaration that the thwarted assault is not the archetypal period it has seen an attempt to set blaze to companies providing assistance to Ukraine. The ministry added that "attempts to damage Starlink equipment have lately occurred in another countries as well."

Attempted sabotage of Starlink infrastructure is not a latest development, though. British authorities, for instance, resolute that Russian intellect was rearward a March 2024 arson assault targeting a London storage storing Starlink equipment border for Ukraine.

"Neither area nor our societies are sanctuaries," US Army Col. Martin O'Donnell, a spokesman for Supreme Headquarters Allied Powers Europe, told Business Insider. "Fortunately, NATO has strategies for countering threats to both, and for defending the alliance."

NATO guidance and European Union officials have stated the hybrid run won't derail assistance for Ukraine.

"As the danger flat climbs, so must Europe's preparedness," Christian Wigand, the EU's guide abroad affairs and safety guideline spokesperson, told Business Insider. "Moscow is trying to scare Europe into winding downward its assistance for Ukraine," he said. "This volition not happen."

SpaceX in the crosshairs

Although the sabotage attempts in Poland and Lithuania targeted Starlink equipment at sites run by third parties, not by SpaceX directly, the incidents are a sign of how the business and Starlink are becoming increasingly entangled in the war between Ukraine and Russia and Moscow's hybrid operations against the West.

That entanglement is turning SpaceX's lucrative connectivity endeavor into a armed forces and governmental target.

Starlink accounted for complete 60% of SpaceX's income final twelvemonth and has been the funding engine for the company's cash-burning synthetic intellect and missile ventures.

In SpaceX's third-quarter earnings call this week, the business reported that authorities and endeavor revenues were up 91% twelvemonth complete year, and executives told investors they anticipate this income stream to eventually exceed earnings from marketing Starlink terminals to consumers.

As SpaceX contends alongside Starlink infrastructure becoming a mark of hybrid Russian warfare, the business and its guidance are additionally facing controversies from the war in Ukraine that put that endeavor at risk.

Earlier this month, Ukraine's admission to Starshield, the military-grade type of Starlink, was limited without warning, complicating operations.

Ukrainian defence ministry sources told Business Insider that Starshield was restricted at speeds complete 100 miles per hour, disrupting the Starlink-equipped drones that have rotate into a crucial part of Ukraine's war machine, alongside several Ukrainian and abroad officials initially blaming SpaceX and Musk.

Musk redirected concerns in a social media post, saying that Starshield is operated by the US authorities and that the chairman and the Pentagon are liable for specified decisions. A elder US authoritative told Business Insider final week that President Donald Trump did not command the Starshield restrictions.

Multiple media outlets have since reported that Musk ordered the disruption. SpaceX did not react to a petition for comment.

This event has sparked calls from European officials for the EU to divest from Starlink in favor of local alternatives not controlled by Musk or the US.

Christophe Grudler, a associate of the European Parliament, wrote to EU leaders urging them to accelerate betterment of IRIS2, a European competitor to Starlink that is set to commencement moon deployments in 2029, during another lawmakers additionally called on Europe to decrease its reliance on US tech.

Europe is not solitary in seeking alternatives. In an discussion with The New York Times in September, Canadian Prime Minister Mark Carney confirmed that Canada would "diversify away" from Starlink in favor of a locally developed moon network. He pointed to former instances of Starlink admission in Ukraine being throttled or disrupted.

Speaking to reporters on Saturday, Zelenskyy stated the limits on Starlink in Ukraine had made it apparent that Europe needs to create its own alternatives, and fast.

"All of Europe has seen that it can be controlled from the United States, despite of agreements or contracts, that Starlink speeds can be restricted," stated Ukraine's president.

"That's why the Europeans are now raising the inquiry of alternatives themselves. They're already making progress, and they'll win in this area," he added. Such an outcome could stance a important danger to SpaceX's ambitions to market Starlink and Starshield to governments worldwide.

In the meantime, Starlink remains mostly unrivaled, and Ukraine continues to visage assistance restrictions, during Europe faces the danger of repeated hybrid attacks on Starlink infrastructure.

Eric Schmidt thinks the CEO of the forthcoming volition have an AI aide that can see throughout the complete company. For workforce whose job is to keep a sprawling endeavor coordinated, that could be bad news.

In an event of the "In Good Company" podcast, the former Google chief administrator described assistants that inspect whether business action aligns alongside a leader's values, prosecute up on projects, and assistance acknowledge ways to addition profits.

He asserted that the innovation could create businesses faster and flatter, alongside small group needed to plan, relay information, and move numbers around.

Schmidt sees small period for companies to adjust. He stated competition in AI is fiercer than the PC-versus-Mac or Android-versus-iPhone battles: a example can obtain approximately six months to build, another two to test, and afterward be overtaken inside five months of release.

"Time compresses all cycle," he said.

He additionally rejected the idea that AI is a bubble, pointing to Anthropic's fast income growth. Schmidt stated the business had grown faster than a document set during his period at Google, calling it "real prosperity alongside genuine customers."

The changes he envisions are already apparent in smaller experiments, he said. Schmidt gave the example of two founders he knows who ask an AI aide all Friday to emblem item happening at their business that conflicts alongside their values.

Another administrator created an AI type of himself that checks on an employee's progress, gives him instructions, and responds whenever he needs help, Schmidt said. That toggle echoed possibly abusive and concerned him, he added, although he additionally saw how it sped up the executive's decisions.

Schmidt stated his days as CEO were consumed by meetings, 12 hours a day, five days a week, as he listened to group explain projects and decisions. He thinks AI platforms can eliminate much of that "coordination tax": the attempt of gathering updates, passing them upward, and keeping teams aligned.

For a business alongside 10,000 employees, Schmidt guessed AI could depart "a brace of thousand group who you don’t need."

He cited a companion whose fast-growing business cut 20% of its staff, including the "glue people" who handled preparedness and coordination. The companion afterward told Schmidt he had received death threats complete the cuts.

Schmidt stated companies would motionless need group who build products, create sales, conversation alongside regulators, and guide teams. His direction to workers whose roles were disappearing was that executives should passage them "legally and humanely."