MC Project

The Sony Xperia 10 VI won’t be getting a promised update to Android 17

support@mycoding.id (Andrew Liszewski) — Fri, 16 Oct 2026 13:36:11 +0700

Andrew Liszewski

is a elder newsman who’s been covering and reviewing the latest gadgets and tech since 2006, but has loved all things digital since he was a kid.

When the midrange Sony Xperia 10 VI was announced complete two years ago alongside a Qualcomm Snapdragon 6 Gen 1 chipset and Android 14, Sony promised three important OS updates which would have included this year’s Android 17 release. However, according to a notice posted to the company’s UK assistance site, the Xperia 10 VI won’t be getting Android 17 following all.

In the notice Sony explains that a “detailed specialized assessment” revealed that “limitations connected to the device’s retention configuration” average the Xperia 10 VI “does not assistance an Android 17 upgrade cognition that we regard adequate.” As a result, the business has “decided not to create this upgrade available” and apologized that the decision “falls abbreviated of our first announcement.”

Sony clarifies that during OS updates for the Xperia 10 VI are ending, the business volition continue to provision four years of safety updates which should broaden until June 2028. Sony additionally points out that this particular matter lone applies to the “Xperia 10 VI’s specialized specifications” and does not effect promised OS updates for another Xperia models. But since the specialized requirements of forthcoming versions of Android aren’t yet known, it’s difficult to obtain Sony at its term stated today’s announcement.

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Andrew Liszewski

The first vibe-coded gun is here

support@mycoding.id (Mack Degeurin) — Fri, 16 Oct 2026 13:30:00 +0700

Since gun-rights activist and alt-right-friendly agitator Cody Wilson made the archetypal 3D-printed firearm 13 years ago, he’s helped guide in a disorderly era of untraceable shade guns. Now he’s claiming another first: “the archetypal AI-made gun.” It’s called the WASP.

I stood concerning 20 feet distant as Wilson and his sidekick clamped the WASP to a DIY test mount exterior Defense Distributed agency in Austin, Texas. The 3D-printed .22 caliber handgun is, in reality, small additional than a pistol cask attached to a spring-loaded synthetic box. Its rudimentary scheme bears a similarity to Wilson’s single-shot 3D-printed “Liberator,” albeit alongside several quintessentially AI-generated oddities, akin a wacky, bubbly grip that doesn’t fairly fit a individual hand. It was aimed toward a shallow green incline in the backyard of a semi-residential neighborhood. A lengthy dreary cord ran from its trigger to Wilson, who sat crouched concerning 10 feet rear rearward a constabulary riot shield.

“Three. Two. One.” I braced for a thunderous crack, but alternatively heard lone a noisy click. The world’s archetypal AI-generated gun had misfired.

“This didn’t happen final time,” Wilson, annoyed, reassured me as he carried out several quick troubleshooting. The gun’s striker had hit the cartridge, he said, but unsuccessful to set off the primer. I quietly took another stage back. After several additional fiddling, Wilson declared the WASP prepared for a second chance. This time, pulling the cord produced a keen bang, concerning as noisy as a firecracker. Downrange, a cardboard mark had a gap ripped through its top remaining corner. His coworker had suggested using a life-size cutout of Joe Biden, but Wilson attempt that downward as “too on the nose.”

The safety test completed, Wilson afterward unclamped the WASP, slipped on a protective glove, took aim at the cardboard target, and squeezed the trigger himself. Another bang. This time, a miss, slightly high. The AI gun, today at least, was two for three in conditions of shots successfully fired.

With the odor of gunpowder motionless lingering, I asked Wilson the apparent question: Why create this functionally doubtful firearm in the archetypal place? We’re in Texas, anywhere purchasing a accepted gun is frequently easier than getting a driver’s license. He paused, taking matter alongside the premise.

“I would contend that what we’ve made is not an AI-generated gun, but an AI that can create guns.”

His expected AI gunsmith is a tradition example he calls GatGPT. But alternatively of generating pasta recipes or journey plans, this unfiltered example answers questions concerning firearms. It’s trained on DEFCAD’s extended archive of gun records and can assistance enthusiasts choice out the exact parts they need for a build. Launched in 2012, DEFCAD (another Wilson-led project) is the world’s largest online repository of digital gun and component files. Gun safety advocates and lawmakers have asserted sites akin DEFCAD aid the proliferation of “ghost guns,” firearms made partially or entirely of components without a serial number. Wilson, meanwhile, has called admission to firearms “a essential individual right.”

“I would contend that what we’ve made is not an AI-generated gun, but an AI that can create guns.”

Under US national law, licensed gun makers are required to contain serial numbers on the frames or receivers of guns they sell. Wilson and others in what’s referred to as the 3D2A movement say gun records aren’t really guns, they are device code, a form of protected speech. That center argument, whether or not gun codes are protected speech, has been asserted in court cases for complete a decade, alongside many frequently citing or involving Wilson. It’s imaginable the matter volition breeze up before the Supreme Court.

Now, Wilson claims, AI can additionally arrive up alongside its own distinctive designs. The results have a bizarre, surrealist norm emblematic of first generative art to the tune of Will Smith slurping spaghetti.

The WASP’s complete development, Wilson claims, from its name to safety tweaks (an first grip scheme could have disbursal person a finger), resulted from a natural-language conversation between the example and its individual user. In another words, it’s basically a vibe-coded gun. Though mostly a evidence of concept, the WASP nonetheless fires real, lethal rounds and doesn’t have a serial number. Wilson believes AI-generated guns akin this volition lone enhance as GatGPT ingests additional data, and as users affect alongside it.

But the WASP additionally poses another pressing community safety issue. Producing 3D-printed guns has gotten easier complete the years, but it motionless basically requires several specialized know-how. Now, however, a novice armed alongside GatGPT could plausibly create a gun alongside lone a fistful of prompts. That’s exactly the benevolent of barrier-lowering that critics of 3D-printed guns, akin Everytown, have spent years alert about.

“[Wilson] admits the goal here,” Everytown elder vice chairman for law and guideline Justin Wagner told The Verge. “He wants to lesser the obstacle to admission so anyone, despite of their backdrop inspect position or lawful eligibility [can] own a gun. He wants anyone to be capable to scheme and industry weapons, and that’s dangerous.”

Everytown has played a notable function in advocating for a brace of lately passed laws in New York and California that volition necessitate 3D printer manufacturers to instal firearm-blocking software that can detect guns or gun parts and halt them before they are always printed. (Experts have questioned how and if these methods would really work.)

Wilson didn’t specifically citation evading finding as a logic for construction an AI gun maker, but the betterment comes on the heels of his latest efforts to complicate firearm-blocking innovation that New York and California volition necessitate in forthcoming 3D printers. In August, Wilson began rolling out a tool called Hochulization (a jab at New York Gov. Kathy Hochul) that he says subtly alters a file’s underlying hash, which functions as a benevolent of digital fingerprint. By delayed September, Wilson claimed to The Verge that users had already “Hochulized” records additional than 26,000 times, alongside several users applying the care additional than once. It’s among the many ways Wilson has planted a emblem in the evolving battle complete how to control 3D-printed guns.

“He wants anyone to be capable to scheme and industry weapons, and that’s dangerous.”

The center idea rearward that “self-defense measure,” as Wilson calls it, is to stymie a purely hash-based gun finding scheme by rendering it unable to keep up alongside continually changing hashes. A new AI-generated gun scheme additionally wouldn’t immediately be recognized in a gun finding database, since it didn’t be yet. More advanced gun finding application goes beyond uncomplicated hashes and uses AI to try to foretell whether a document is apt a gun or gun component before it prints. It’s unclear whether this category of software, which is motionless being developed, would reliably detect a sufficiently strange-looking AI-generated gun design.

“Individuals who intentionally aim to thwart safety regulations put themselves and New York communities at risk, which is why Gov. Hochul remains committed to combating emerging threats and the manufacturing of shade guns and illegally manufactured guns, and strengthening regulations that keep New Yorkers safe,” Hochul spokesman Jess D’Amelia told The Verge.

Defense Distributed’s AI didn’t fair log on one day and abruptly decide to build a gun. It started alongside a particular petition from a individual to riff off an existing design. An employee asked the example to build a new gun according to a scheme called “Ergo Harlot,” itself a assortment of the additional famous “Harlot” model. Like the WASP, the Harlot is a compact single-shot handgun that fires a .22 caliber round. The AI prompter, according to conversation logs viewed by The Verge, framed the project as a “challenge” and told the AI example its admission “must be entirely and completely functional and have a distinctive design.”

Chat logs display the AI example responding alongside a scheme for a new scheme called the WASP and submitting it for approval. The AI didn’t explain its name choice, although Wilson suggested it bears several bodily similarity to the insect. When I asked whether it’s perchance an abbreviation for “white Anglo-Saxon protestant,” he stated it isn’t.

The AI example listed six key changes it made to the inspiration design, including a slightly longer cask than the Harlot’s and a grip made of three grooved, circular lobes. Once a Defense Distributed employee approved the model’s plan, the logs display it checking and evaluation all component, much akin how an AI coding delegate specified as Anthropic’s Claude Code plant through a checklist whenever vibe-coding an app. The squad afterward printed the WASP in its agency on a Bambu Lab printer using norm synthetic filaments, alongside alongside a fistful of average metal element parts for the firing pin and barrel. Wilson stated the imprint took concerning six hours.

So is the WASP really a good gun? Ashley Hlebinsky, a firearms historian and founder of consulting resolute The Gun Code, told The Verge that it’s difficult to fairness without handling it, but multiple scheme choices remain out as odd. Most notably, the AI appears to have started making a trigger defender (the iteration that normally protects a shooter’s finger) but doesn’t complete it, leaving the trigger exposed, for no apparent reason. The gun additionally seems to get from what are called contemporary “beavertail” grip designs. But bizarrely, the AI appears to have inverted its grip.

“It reminds me of times whenever I’ve prompted AI to diagram a image of a gun and it gets most of the way there but afterward has several weird parts missing,” Hlebinsky said. “It has an apparent futuristic, sci-fi appearance that reminds me of Marvin the Martian’s ray gun.”

Jonathan Ferguson, keeper of firearms and ordnance at the Royal Armories Museum in Leeds, England, was additional crucial whenever asked if the WASP seemed functional.

“Functional? From a lawful perspective, if it successfully fires a attempt without a breech explosion, it’s a viable firearm, but so are two lengths of alloy pipe alongside a firing pin and cap attached to the rear of one,” Ferguson told The Verge. “From a specialized perspective, I would not call this a ‘sound’ or ‘good’ firearm. It does not appear to be comfortable to clasp or uncomplicated to aim and, according to the test firing, seems to be lone marginally functional.” If anything, Ferguson noted, he expected generative AI in 2026 to do a better job at designing a dependable firearm. “There are vestigial sights that can’t work, an open trigger guard, [and a] weirdly shaped grip.”

“This certainly is a development, [but] I don’t think it’s necessarily that novel. It’s another way to 3D imprint a gun,” Wagner said. “A casualty of a bulk shooting who was attempt by a shade gun told me whenever you get shot, it doesn’t matter if it’s a shade gun, a 3D-printed gun, or a gun that got bought complete the counter. They’re all fair as lethal,” he added.

“From a specialized perspective, I would not call this a ‘sound’ or ‘good’ firearm.”

Wilson is assured his AI’s scheme volition improve, the two in conditions of functionality and imaginative uniqueness, as the DEFCAD repository grows. More gun records volition help, but he expects the biggest gains volition arrive from users chatting alongside the example and pushing it to refine its choices. (GatGPT is currently in constricted first access.) Eventually, he predicts, changeless back-and-forth between users and AI could dramatically speed up the gait at which new 3D-printed gun designs appear.

“This is all fair spontaneous parallel thinking,” Wilson said. “I think you’ll see those cycles faster now since of AI.”

“It’s akin you’re speedrunning the accessible possibilities, the materials, the platforms, the concepts,” he added.

A skeptic would say the WASP’s origins as basically a remix of a former designs makes its claims to true originality shaky. Like many half-baked AI movie scripts or janky generative art, the WASP conjures up the acquainted emotion of AI slop, made manifest in the genuine world. Even Wilson admits it looks a bit akin a “Fortnite gun.”

Still, Wilson maintains the WASP is basically an AI innovation and one that he’s ultimately not liable for, equal although his team’s prompts led to its creation. That stance aligns alongside a broader disagreement Wilson’s made for the improved part of a decade in legal skirmishes alongside the State Department and local lawmakers: that gun records are protected speech. In fact, Wilson stated he doesn’t necessarily regard the WASP a gun at all until it’s printed and fired.

“This item lives archetypal as a digital organism,” he said.

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Mack DeGeurin

Bots Used to Be a Threat. Now They’re Your Customers.

support@mycoding.id (Andrew Higgins) — Fri, 16 Oct 2026 13:30:00 +0700

Opinions expressed by Entrepreneur contributors are their own.

For the final thirty years, digital marketers have been focused on keeping bots out. The extremely term “bots” had a negative connotation, and the layers and layers of safety we’ve built are now a liability to brands’ web stacks.

This isn’t since safety stopped mattering… It hasn’t. But all of the CAPTCHAs, charge limits, login walls, fingerprinting and net fortresses we’ve tried to build must be re-examined in the contemporary environment of AI. Brands may be doing themselves a disservice alongside the default stance that automated traffic is antagonistic until proven otherwise.

My co-founder has been preaching concerning this for years, and I’ve nodded alongside for most of them. Only lately have I felt the upside-downness of it, and how much of what we built to defend brands now plant against us.

Understanding the measure of the problem

Bots are now 53% of web traffic — that’s the stat everyone repeats on LinkedIn. Although if you double-click, the environment is equal additional crucial since agents are doing way additional than they used to. Often, they don’t fair scan sites; they engage and execute workflows, which makes fine and bad traffic harder to inform apart.

That is anywhere the issue lies and what we need to resolve for — Your defenses can’t inform the difference between person abrasion your catalog nefariously and someone’s aide trying to buy from it. Same door, identical knock. It is difficult to differentiate between bots operating on behalf of a company, agents operating for a consumer, and bad actors (who are motionless bad actors).

Brands are starting to clasp new strategies

As agents act additional and additional on behalf of consumers, websites commencement to clasp a extremely distinct place in the client journey. A client tells their assistant: “Find me trail runners, men’s size 10.5, waterproof, under $150, at my entrance by Saturday.” That delegate lands on your location and starts guessing. It says your leaf code, infers what your buttons do, and clicks.

Now think concerning what happens whenever it doesn’t activity or it can’t get appropriate access. The delegate doesn’t email assistance or try again tomorrow. It moves to a location that was easier to run and tells your client it established the shoes there. No cart, no session, no indication item happened.

That’s the change marketers should awareness in their chest. Site conflict used to disbursal you conversion rate. Now it expenses you the deliberation set, silently, before a figure lands in your analytics.

Instead of the delegate reverse-engineering your site, brands need to clasp new protocols and location structures that are helpful, not protective of bots. The hazard is that skipping this method agents may path about you to marketplaces and resellers anywhere the data is uncomplicated to get. Your merchandise becomes a row in person else’s difference table. No brand story, no bundle, no logic to choice you complete the row below apart from cost and a star.

Bots must be considered a first-class audience whenever optimizing your website and digital experience. Here are a few things that brands need to regard as they develop their web experiences for the two individual consumers & bots.

1. Find out what you’re blocking and create it easier for “good bots” to consume your site

Your bot guideline apt got set by a vendor default at several item and frequently nobody has opened it since. There’s a genuine chance you’re blocking several of your own petition and calling it protection.

Example: Plenty of brands motionless obstacle crucial buts akin ChatGPT, Claude, and Perplexity use to fetch pages whenever person asks a question. If those bots can’t attain your site, you can’t be cited whenever a shopper asks AI what to buy.

2. Make certain that your location construction is laid out fine for agents, and not fair fine styled

Structure strikes styling whenever it comes to agents. Structuring data specified as pricing, availability/inventory, FAQs, sizing, shipping windows, come back policy, etc. is incredibly important.

Example: Having Ratings & Reviews data live a fine designed carousel or an image, method they don’t be to agents.

3. Map your client journey and create certain the actions agents need to obtain are fine articulated

Start by identifying the key things a client would desire an delegate to do on your location and optimize specifically for those.

Example: A footwear brand would desire to create certain agents can effortlessly navigate to buy their products, peruse reviews, and difference to their chief competitors. Given these are all steps in journey an delegate is apt to obtain on behalf of a shopper, brands must re-engineer parts of their website to create these steps seamless not fair for individual shoppers but agents too.

4. Revamp your analytics stack

Often an delegate visits your location and reports rear to the person on a distinct exterior than your website. Ultimately, what matters is whether you showed up, got cited, and got picked inside the AI Search communication between AI and your customer. But it additionally method your web analytics are not a trustworthy origin of fact whenever agents are the ones visiting it, and afterward taking the data and cognition onto new surfaces not mapped by your web analytics.

Example: Your integrated hunt traffic may have dropped 35% complete the former few quarters, but that does not necessarily average you have gotten 35% small integrated impressions. It’s apt that the impressions have fair moved from your website (between you and your shopper), and are now taking location throughout ample tongue models (between an delegate and your shopper). For many brands this method a new set of metrics and analytics are required to comprehend how bots and AI are changing integrated discovery.

Conclusion

None of this method the final thirty years were a mistake. The gates were accurate for the net we had. They’re fair pointed at the incorrect item now.

It’s additionally crucial to acknowledge that evolving for an agentic net isn’t fair an SEO tweak or checklist to activity through. It’s architectural, and promotion owns additional of it than promotion expects. Nobody from safety is going to stroll into your Monday standup and inform you the bot rules are costing you customers.

This LG Ultragear OLED Gaming Monitor Is $400 Off Right Now

support@mycoding.id (Pradershika Sharma) — Fri, 16 Oct 2026 13:30:00 +0700

Pradershika Sharma is a tech deals author for Lifehacker.

She has a Master’s flat in English Literature, a B.Ed., and a TESOL certification. She has been penning professionally since 2018, creating merchandise reviews, affiliate articles, and hunt ads for earth clients during operating alongside Rubix Agency and Cognizant. Previously, she spent a twelvemonth instruction English at the younger elevated level.

An avid audience since childhood, Pradershika's idea of extreme sports is staying up to peruse “just one additional chapter.” She lives in India.

Amazon has dropped the 27-inch LG Ultragear 27GS93QE OLED gaming detect from $899.99 to $499.99, bringing it to its lowest cost ever, according to price trackers. That’s a $400 decrease (plus 90 days of liberated Amazon Music) value considering if you’ve been thinking concerning upgrading from a accepted IPS gaming detect to OLED, particularly since you’re getting a 1440p display alongside a 240Hz refresh rate. And the difference isn’t fair speed, either—OLED’s individually controlled pixels create profound blacks without the backlight glow you sometimes notice on LCD screens.

LG Ultragear 27GS93QE OLED Gaming Monitor

That image norm gets another boost from VESA DisplayHDR True Black 400 certification, a 1.5 million-to-one difference ratio, and 98.5% DCI-P3 color coverage, which assistance bring out the particulars in darker scenes and create colors appearance additional vibrant. Once the act picks up, the monitor’s 240Hz refresh charge and near-instantaneous 0.03ms reply period keep movement gentle and sharp, during AMD FreeSync Premium Pro and Nvidia G-Sync compatibility decrease tearing and stuttering whenever example rates fluctuate.

What do you think so far?

It's value noting that getting the complete advantage of 240Hz at 1440p does necessitate a capable PC, and although the two HDMI 2.1 ports and DisplayPort 1.4 input all assistance that refresh rate, console gamers won't advantage from item beyond their system's 120Hz output limit. There’s additionally the customary OLED hazard of burn-in to consider, particularly if you expend lengthy stretches operating alongside fixed elements akin taskbars and use windows on screen—though LG offers several reassurance alongside a two-year constricted warranty that covers the OLED panel, topic to terms.

Our Best Editor-Vetted Tech Deals Right Now

Apple AirPods Pro 3 Noise Cancelling Heart Rate Wireless Earbuds — $199.00 (List Price $249.00)

Apple HomeView Smart Display (Silver, 2026 Release) — $289.99 (List Price $289.99)

Apple TV 4K 4th Gen 128GB Streaming Player (2026 Model) — $289.99 (List Price $299.00)

Ring Indoor Cam Plus 2K Wired Security Camera (2-Pack, White) — $99.99 (List Price $119.98)

TCL Tab 10 Gen 4 128GB 10.1" Tablet (Dark Blue/Gray) — $169.99 (List Price $199.99)

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Deals are selected by our commerce team

Pradershika Sharma is a tech deals author for Lifehacker.

Hyper POS v1.1.4 – Laravel Point of Sale, Inventory, ERP, Online & Offline POS, Invoicing, Accounting Script

support@mycoding.id (Null Php Script) — Fri, 16 Oct 2026 13:30:00 +0700

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3 fine-print disclaimers from Musk and Tesla about the new flying Roadster you should probably know about

support@mycoding.id (Tom Carter) — Fri, 16 Oct 2026 13:20:28 +0700

Tesla's Roadster fires its cold-gas thrusters. Tesla

Where Tesla's going, you power not need roads — but you motionless need to peruse the conditions and conditions.

Tesla's thruster-powered, midair flip-kicking, flying supercar was a wow instant equal by the standards of the company's famously off-the-rails merchandise unveilings.

But Tesla fans lining up to pay as much as $250,000 to reserve the new Roadster, which can do 0-60 mph in under a second gratitude to a scheme of cold-gas thrusters, should likely obtain a near appearance at the fine print.

Tesla's Roadster executes a gravity-defying flip. Tesla

The company's T&Cs create it apparent that the final cost of the bleeding-edge EV — which comes in Performance, Thrust, and Rocket variants — has yet to be resolute and province that there are no guarantees the Roadster volition always be delivered.

Meanwhile, it is unclear whether the two thruster-powered versions of the Roadster volition really be road-legal.

After combing through the Roadster's booking accord and Musk's comments at its unveiling, here's what you should cognize before spraying out on Tesla's most outlandish conveyance yet.

1. It's not apparent anywhere you can really run it

As the powder cleared on the jaw-dropping Roadster showcase, one key inquiry remained unanswered: anywhere exactly volition you be capable to run it?

At the event, Musk stated the chilly air thruster-powered flying Roadster would be an genuine "car that person can own," not fair a one-off idea demonstration.

But the Tesla CEO added that he was "not certain it's necessarily lawful in all jurisdictions," and whenever an spectators associate asked if it would be street-legal, Musk was vague.

Elon Musk stated the Roadster would act manufacturing in 2028. Tesla

"Depends on your street. But it'll be a viable car," the billionaire said.

The flying Rocket type shown in the demo is invite-only. It's listed on Tesla's website alongside the caveat that it is "not approved for community highway use."

The gravity-defying stunts, flips, and cask rolls shown off at Thursday's unveiling were performed without a controller in the car for safety reasons, and Musk described the conveyance as "not necessarily a safety-optimized car."

By contrast, Tesla describes the Performance variant — which expenses $50,000 to reserve — as "road ready" alongside its fan-suction scheme providing "next-level achievement on and off the track." That suggests the goal is for the basis type of the Roadster, at least, to be road-legal.

The limited-edition Thrust variant, meanwhile, is described as "race ready," implying that this type power be exclusively for driving on competition tracks. That would not be different for a high-end hypercar, alongside Ferrari, Pagani, and Bugatti all marketing track-only supercars that don't adhere to normal conveyance regulations.

2. It could disbursal additional than you signed up for

Shelling out up to $250,000 for a Roadster booking by no method guarantees that you volition get one at that price.

According to the terms and conditions of Tesla's Roadster booking agreement, the fees for the Performance and Thrust variants are lone an estimate, as the business is motionless "working on what options, features and hardware the conveyance volition have."

Tesla unveiled a small science-fiction type of the next-generation Roadster in 2017. Tesla

The final acquisition cost volition be confirmed nearer to the commencement of production, the document said, alongside the (fully refundable) booking fee going toward the genuine disbursal of the car.

3. Delivery is not guaranteed

The T&Cs additionally advise booking holders that the Roadster is motionless "under development" and Tesla "cannot justify whenever your conveyance volition really be delivered or if it volition be delivered."

This volition apt bring rear bad memories for Tesla fans who paid $50,000 to reserve the next-generation Roadster whenever it was first unveiled in 2017.

That type of the Roadster, a additional accepted supercar that could motionless hit 0-60 mph in 1.9 seconds, languished in betterment for years and ultimately never entered production.

The postpone caused several long-suffering booking holders akin Musk's arch-rival, Sam Altman, and tech YouTuber Marques Brownlee, to cancel their orders in frustration following waiting nearly a decade for a car that never arrived.

Tesla fans volition be expecting that former doesn't reiterate itself.

We spend 7 months a year near our grandkids in Texas. The other 5 are for us in Florida.

support@mycoding.id (Jane Ridley) — Fri, 16 Oct 2026 13:18:03 +0700

Valerie and Glenn Cherry divided their period between Tampa and Florida. Courtesy of Valerie Cherry

This narrative is according to an discussion alongside Valerie Cherry, 68, a medicinal therapist from Tampa, Florida. It has been edited for dimension and clarity.

My husband, Glenn, 68, and I were delighted whenever our archetypal grandchild — a small female —was delivered four years ago.

Our son, Jamal, is an lone child, and we are a extremely close-knit family.

We rushed from our residence in Tampa to assistance him and our daughter-in-law, Sierra, who had settled 1,000 miles distant in Houston, alongside the demands of a baby.

Our trips lasted between a duration and six weeks, and there was a lot of to-ing and fro-ing between the two cities.

We'd either remain alongside the family or rent Airbnbs to provision everyone a bit of space.

The Cherrys bask an energetic social existence in Tampa. Courtesy of Valerie Cherry.

It felt awesome to be hands-on and useful, particularly since Jamal and Sierra activity extremely difficult in backing and forensic psychology, respectively.

Back residence in Florida, though, we lived existence to the complete in our gated, suburban community. Glenn, a relief veterinarian, and I had meaningful friendships there.

We knew many of people, particularly chap alumni from our colleges in Georgia. There was continually item going on, akin publish clubs and fundraising activities.

Then our grandson was delivered two years ago. We continued our lengthy visits to attention for him and his sister, flying between the two cities.

We started to appearance at places in Houston

Soon following his birth, Jamal and Sierra approached us concerning what it felt akin whenever we weren't there. They were a bit nervous and wanted to cognize whether we'd regard moving near by.

We were torn. As much as we wanted to be alongside our grandchildren, we appreciated our period in Tampa. Still, we started to appearance at places in Houston.

The difficulty was that if we were to acquisition item in Houston, it would have had to be in the suburbs. Traffic is terrible, so it would have been about a 40-minute run to my son's.

The Cherrys dressed as superheroes final Halloween to trick-or-treat alongside their grandkids in Houston. Courtesy of Valerie Cherry

Another aspect was that we didn't desire to be tied downward by taxes, insurance, and all of that in Texas since we didn't desire to provision up our residence in Tampa.

I Googled another options and came throughout a construction called Landing right in downtown, a small complete 10 minutes from the family.

It was distinct from another arrangements since you could remain there for as lengthy or as abbreviated a duration as you liked.

We paid a affiliation fee and secured a two-bedroom flat that was already furnished. The lone things we brought were a brace of pots for the kitchen.

We established a center ground

It now plant out that we expend about seven months a twelvemonth in Houston and five in Florida. However, the 4,800-square-foot home in Tampa is classified as our chief residence.

The flat is much smaller at 1,600 quadrate feet, but we akin it extremely much. There are two swimming pools in the building, playrooms, and a basketball court.

I awareness akin we have established a center ground. We can expend norm period alongside our grandkids, particularly whenever their parents are on a date or distant for the weekend.

We're occupied preparedness for Halloween this twelvemonth as it's a big item for us all.

We haven't misplaced our character as grandparents

Meanwhile, if among the children gets a fever at day attention or school, Glenn or I can choice them up. It's an additional brace of hands.

We haven't misplaced our character now that we're known as Nana and Papa. We regularly fly rear and onward to Florida to bask the business of longtime friends.

Our neighbors keep an eye on the home during we're away, too. It's reassuring.

I cognize we're privileged to be in this position, but it really is the finest of the two worlds.

Qualcomm Legally Proves Arm Breached Its License, Wins $2

support@mycoding.id (Adi Gunawan) — Fri, 16 Oct 2026 13:16:42 +0700

A Delaware panel has established that Arm damaged its Architecture License Agreement (ALA) alongside Qualcomm, but the award is concerning as small as it gets. Reuters reports that Qualcomm gets fair $2 in nominal damages, $1 for all of the two claims it won. The panel accepted that Arm withheld application patches and verification tools Qualcomm needed to validate its tradition Oryon CPU cores, and that Arm intentionally interfered alongside Qualcomm's endeavor alongside Meta. That second assertion ties rear to October 2024, whenever Arm's 60-day notice to cancel Qualcomm's license ended up alongside Bloomberg, a leak Qualcomm pinned on Arm. Arm won the remainder of the claims, most of which were concerning pricing under its distinct Technology License Agreement (TLA).

The bigger question, however, is motionless open. Judge Maryellen Noreika has yet to decide whether Arm's breach lets Qualcomm halt paying royalties under the ALA for five years, which, by several estimates, could be value billions of dollars. Arm argues that provision is an unenforceable penalty. Unsurprisingly, the two sides are spinning the outcome in their favor, alongside Qualcomm saying it was "gratified" by the verdict and Arm pointing out that it won most of the claims. This is the second circular between the two companies. In December 2024, a panel established that Qualcomm didn't breach its license by acquiring Nuvia, and the court entered a final judgement in Qualcomm's favor in September 2025. Arm has since appealed that ruling, and it's sensible to anticipate an petition current too, depending on how the royalty inquiry goes.

Google Poisoning Tracking Tools, Google AI Results Updates, Discover To Change, Google Ads, ChatGPT & SEO

support@mycoding.id (Barry@Rustybrick.com (Barry Schwartz)) — Fri, 16 Oct 2026 13:01:00 +0700

Google Poisoning Tracking Tools, Google AI Results Updates, Discover To Change, Google Ads, ChatGPT & SEO. Google seems to be poisoning the third-party tracking tools alongside counterfeit data and paywalls; this is wreaking havoc on keyword tracking. Google launched Gemini 4 Ar...

Bagaimana Komputer Memahami Perintah Kita?

support@mycoding.id (Mc Project) — Fri, 16 Oct 2026 13:00:21 +0700

Bagaimana Komputer Memahami Perintah Kita?

Channel ini menyajikan materi seputar Data Science & Artificial Intelligence, Networking & Cyber Security, serta Database & Programming. Seluruh materi disusun secara sistematis untuk membantu Anda memahami konsep, teknologi, dan praktik yang digunakan di bumi teknologi informasi, mulai dari tingkat alas hingga lanjutan. Setiap bahasan berfokus pada pengembangan keahlian melalui materi yang gampang dipahami, relevan dengan kebutuhan industri, dan disampaikan untuk tujuan edukasi. Seluruh konten mengedepankan implementasi teknologi secara legal, etis, dan bertanggung jawab, sehingga dapat menjadi rujukan belajar bagi pelajar, mahasiswa, maupun profesional. Jika Anda mau mengembangkan kapasitas di sektor pemrograman, pengelolaan data, kecerdasan buatan, jaringan komputer, maupun keamanan siber, channel ini menyediakan materi yang dapat membantu membangun fondasi ilmu sekaligus menaikkan keahlian secara bertahap. Playlist video terkait: ▪ https://www.youtube.com/playlist?list=PLZGgeqmsm32s ▪ https://www.youtube.com/playlist?list=PLZomBNpDl3vc ▪ https://www.youtube.com/playlist?list=PLE5VyXMZkzb8 PEMBAHASAN MATERI Playlist Materi Ilmu Komputer berisi kumpulan video pembelajaran, tutorial, klarifikasi konsep, studi kasus, demo, dan bahasan komplit seputar beragam sektor dalam ilmu komputer. Materi yang disajikan mencakup alas hingga tingkat lanjut, mulai dari pemrograman, pengelolaan database, jaringan komputer, keamanan siber, mekanisme operasi, pengembangan alat lunak, arsitektur komputer, hingga beragam teknologi yang digunakan dalam bumi komputasi modern. Temukan bahasan mengenai komputer dan pemrograman, algoritma, struktur data, PHP, JavaScript, Python, Laravel, MySQL, PostgreSQL, API, rekayasa alat lunak, database, jaringan komputer, pengelolaan server, cloud computing, virtualisasi, Linux, Windows Server, keamanan jaringan, cyber security, ethical hacking, kriptografi, keamanan aplikasi, DevOps, Internet of Things (IoT), kecerdasan buatan (AI), machine learning, serta beragam konsep, teknologi, dan praktik terbaik di sektor ilmu komputer. Playlist ini cocok bagi pelajar, mahasiswa, programmer, web developer, software engineer, pengelola sistem, ahli IT, maupun siapa saja yang mau mempelajari dan memperdalam wawasan di bumi ilmu komputer secara menyeluruh. CONTACT US ▪ Email support@mycoding.id ▪ WhatsApp https://wa.me/6281274309663 ▪ Telegram https://t.me/mycodingxd OFFICIAL LINKS ▪ Web https://mycoding.id ▪ Blog https://blog.mycoding.id ▪ News https://en.mycoding.id ▪ Apps https://play.google.com/store/apps/dev?id=5237501547073493079 SOCIAL MEDIA ▪ https://linkedin.com/company/mycodingxd ▪ https://facebook.com/mycodingxd ▪ https://instagram.com/mycodingxd ▪ https://tiktok.com/@mycodingxd ▪ https://twitter.com/mycoding_xd ▪ https://pinterest.com/mycoding_xd CHANNEL LINKS ▪ YouTube https://safelink.asia/youtube ▪ DailyMotion https://safelink.asia/dailymotion ▪ WhatsApp https://safelink.asia/whatsapp ▪ Telegram https://safelink.asia/telegram Powered by https://linkedin.com/company/401XDGroup #DataScience #ArtificialIntelligence #CyberSecurity #Networking #Programming #Database

The marketing automation model that drove 9x qualified lead growth in a secondary market

support@mycoding.id (Sophia Zamora Barbosa) — Fri, 16 Oct 2026 13:00:04 +0700

When we reviewed our Japan promotion automation programs final year, the image wasn’t pretty. Our automated emails were generating concerning 12 qualified leads per duration against a goal of 160.

That’s a huge gap.

We could have done the apparent and by hiring a local promotion automation expert in Japan. Instead, we rebuilt Japan’s complete email automation program in two months, alongside zero additional headcount, using a example any promotion squad can replicate. Here’s what we learned.

Table of Contents

The Problem Most Teams Don’t Name

HubSpot is a US-headquartered company. And akin most US-headquartered companies, our promotion automation funding has historically been concentrated in a fistful of center markets: English, French, Spanish, German, Portuguese. Those programs get built, refined, optimized, and rebuilt again. Markets exterior that center collection lean to get small dedicated attention, not since anyone decided to deprioritize them, but since the automation resources weren’t scoped to shield them.

For Japan, that meant automation programs that were years old, partially built, or never meaningfully localized. The satisfied existed, and the infrastructure was there. But it wasn’t performing since it wasn’t designed for the Japanese market.

This is a form that shows up throughout companies functioning in multiple regions. Wherever there’s a chief market and a secondary one, the secondary market tends to lag. That’s since the group alongside automation ability are nearly continually scoped to the markets that create the most volume.

Marketing automation in markets exterior the center collection tends to autumn into one of two nonaccomplishment modes: it was never built, or it was built years ago and never meaningfully updated.

Japan was the second case. And the representative response, “we need to employ a local automation expert,” wasn’t realistic. What we needed was a distinct model.

The Insight Behind the New Model

We were asking the incorrect question. Instead of “Who can own this end to end?”, we should have asked, “Should one individual own this?”

Marketing automation has two basically distinct jobs. One is technical: construction journey logic, environment up workflows, defining enrollment criteria, creating segmentation, and configuring tracking. None of that requires speaking Japanese. The another job is cultural: making certain the communication feels right, the spirit lands, the ache points are real, the call-to-action makes sense. That entirely requires person who knows the market.

The error teams create is assuming the two jobs need to live alongside one person. They don’t. When you distinct them cleanly, you don’t need a local automation specialist. You need an automation marketer who understands the specialized side, and a local promotion or revenue partner who owns the traditional validation. Together, they shield everything.

What We Actually Built

With that example in place, here’s what two months of focused activity produced for Japan:

What it took:

~12 days of automation marketer period total (~1.5 days/week complete 2 months)
5 days of local marketer period for QA
0 additional headcount

What it produced:

71 emails and 38 workflows built from scratch
2 center programs (one targeting prospects who hadn’t busy alongside revenue yet, one targeting leads already showing interest)

Within the archetypal reporting period, automation-sourced qualified leads jumped approximately 9x (from 12 to complete 115 per month), making a important contribution to Japan’s monthly qualified guide goal. We evaluation that translates to concerning 44 incremental deals per month.

We deliberately focused on high-intent automation programs fairly than trying to rebuild everything at once. Here’s why that paid off.

The Benefit of Targeting High-Intent Prospects

Treating all email programs the identical kills most rebuilds before they start.

There are two types of automation programs: high-intent and low-intent. High-intent programs go to group who are already showing first purchasing signals: they’ve visited pricing pages, browsed merchandise features, or taken actions that propose they’re actively evaluating. Low-intent programs attain colder audiences through broad nurture flows.

The difference shapes a rebuild.

High-intent programs have small emails, additional focused messaging, and apparent calls-to-action. They’re easier to localize, faster to build, and they convert. Low-intent programs have ample email volumes, varied content, and much longer paths to conversion. They necessitate considerably additional localization activity for a smaller payoff.

In Japan, our decision to commencement alongside high-intent trigger-based emails is the logic we saw 9x growth in qualified leads in two months alternatively of incremental betterment complete a year.

The Two-Person Operating Model in Practice

Once we had one individual owning the specialized flank and one individual owning the traditional side, here’s how things played out day-to-day.

The automation marketer owned the following:

Journey design
Workflow setup
Segmentation logic
Enrollment criteria
Email construction and timing
Technical QA, and reporting

None of this required Japanese fluency.

The local promotion partner owned the following:

Validating that messaging felt correct for Japanese audiences
Checking that ache points were relevant
Confirming that the spirit was suitable (Japan has particular norms about formality in endeavor communication)
Signing off on the final client experience

The local partner didn’t compose the emails from scratch. We used AI to create archetypal drafts, which they afterward refined and validated. Their job was traditional ability fairly than copywriting, which kept their period dedication to five days throughout the entire project.

We held resolute on one principle: the local partner must comprehend the local client journey, not fair the language. Translation solitary isn’t enough. A native speaker who doesn’t cognize how Japanese SMBs measure application is not the correct individual for this role.

How to Know If This Model Will Work For You

Before applying this method to any market, we ran a uncomplicated go/no-go check. The example plant whenever all of the following are true:

Automation is non-existent, outdated, or underperforming. If automation is already mature and driving results, this rebuild attempt won’t move the needle as much as focusing on optimization.
A ample adequate high-intent spectators exists. You need adequate group actively showing acquisition signals to see genuine lift. For us, the threshold was approximately 2,000 contacts per duration entering the programs.
A qualified local partner is available. Not fair a translator but person who understands the audience, their ache points, and the local purchasing journey.
The local partner can commit minimal time. In our case, five days total. This isn’t a full-time engagement.

If your automation is already strong, don’t use this model. The incremental acquire won’t validate the attempt to rebuild. If you don’t have a local partner who genuinely understands the market, delay until you do. Language fluency solitary volition create technically accurate emails that don’t convert.

The Playbook, Briefly

For teams that desire to try this, here’s the procedure we’d use again:

Step 1: Assess the gap.

Check how many energetic workflows be for this region, whether email shipment quantity has been declining year-over-year, and whether automation-sourced qualified leads are considerably below goal. Those signals inform you whether you’re doing a complete build, a rebuild, or an expansion.

Step 2: Size the opportunity.

Multiply your high-intent spectators size by your email-to-lead conversion rate. If the evaluation is small than 20 incremental qualified leads per month, the project likely doesn’t validate the investment.

Step 3: Find the correct local partner.

Ask two questions: Do they comprehend how customers in this market create purchasing decisions, beyond fair the language? Can they commit approximately one day per program for QA and messaging review? A contractor counts. A translator solitary does not.

Step 4: Build a shared messaging guide.

Answer six questions alongside your local partner before penning a sole email: Who is the chief audience? What are their three most urgent ache points? Which earth messages resonate here, and which don’t? What spirit is right? What evidence points are most credible? What should you avoid? Both parties sign off before item gets built.

Step 5: Audit what to reuse vs. rebuild.

The automation marketer reviews everything language-independent: journey structure, workflow logic, segmentation, achievement data. The local partner reviews everything copy-dependent: topic lines, build copy, tone. Assign a verdict for all element: reuse, adapt, or rebuild.

Step 6: Start alongside high-intent programs only.

Quick test: would this email create awareness to dispatch to person who visited your pricing leaf today? If yes, build it first. Low-intent programs need additional satisfied and localization activity for a smaller payoff. Layer them in formerly the basis is live.

Step 7: Run two-track QA.

The automation marketer checks tokens, workflow logic, test send, suppression lists, and tracking. The local partner checks for natural language, suitable tone, applicable ache points, and a apparent CTA. Both sign off before launch.

Step 8: Measure at 30, 60, and 90 days.

Day 30: first signals only. Don’t optimize yet. Day 60: difference against baseline and modify if needed. Day 90: complete picture. Qualified guide volume, deals, contribution to goal, and a decision on whether to expand.

What This Means For Your Team

The Japan aviator proved item we now accept applies broadly: you don’t need a local automation expert in all market. You need a apparent divided of responsibilities between person who owns the specialized infrastructure and person who owns the traditional context.

That’s a much additional achievable squad construction than hiring specialized roles in all region. It’s additionally faster since the two group can activity simultaneously fairly than sequentially.

The biggest hazard is rushing former the traditional alignment stage or treating QA as a translation proofread. Give your local partner genuine authority to validate the client experience, and the results volition follow.

We went from 12 qualified leads to 115 in two months, and we didn’t add headcount.

Surface Laptop Ultra review: a different kind of MacBook Pro

support@mycoding.id (Tom Warren) — Fri, 16 Oct 2026 13:00:00 +0700

After environment up Microsoft’s Surface Laptop Ultra, I spent five minutes fair staring at it. I wasn’t amazed by its MacBook Pro-like scheme or blown distant by its brilliant display. I was trying to activity out what I’d really do alongside a $5,900 laptop.

This isn’t fair any regular Windows laptop. Microsoft has teamed up alongside Nvidia to build a high-end laptop to showcase Nvidia’s new Arm-based RTX Spark chips. It’s a big instant for Windows on Arm, as these chips can run demanding AI models locally, alongside the latest AAA games and imaginative apps. The commitment is compelling, but the actuality of local AI is much messier.

Getting the most out of the Surface Laptop Ultra, particularly my top-of-the-line model, requires coding cognition or the patience to test alongside models and AI agents until you discover item that works. If that appears akin you, Microsoft power have built the Windows laptop you’ve been waiting for. If not, this power not be the MacBook Pro competitor Microsoft was expecting for.

$2599

The Good

Beautiful hardware design
Magnetic USB-C charging
Large haptic trackpad

The Bad

Local AI feels akin a beta
Some bugs alongside audio and display
CPU achievement is underwhelming

It feels akin Microsoft has eventually built the hardware to competitor Apple’s pro laptops, gratitude to an all-aluminum design, ample haptic trackpad, and high-end finish. Even the “nightfall” color is fair akin Apple’s area black.

There are plentifulness of meaningful differences, though. The 15-inch MicroLED display can run at up to 2,000 nits of highest HDR brightness, at 262 pixels per inch (3270 x 2180); the MacBook Pro peaks at 1,600 nits. That makes it the brightest display Microsoft has always shipped on a Surface Laptop. Unlike the MacBook Pro, it’s additionally a 3:2 touchscreen, ideal for penning code, study text, or editing photos.

The harbor choice is akin to the MacBook Pro, alongside one extremely big change. You get three USB-C ports, a USB-A port, a sole HDMI 2.1b port, SD cardstock reader, and headphone jack. Where it really differs is Microsoft’s new Magnetic Connect. It plant fair akin the old Surface Connect, but through the USB-C harbor on the right-hand side. Just bring the connector near to the port, and it snaps into place. When you’re not charging, that harbor plant fair akin the remainder of the USB-C ports on the laptop.

Magnetic Connect is one of my favorite additions on the Surface Laptop Ultra. I affection how you can reverse the magnetic USB-C charging end, nexus it to the power brick, and use the regular USB-C connector at the contrary end of the cable to accusation the remainder of your devices.

Left-side ports: HDMI, 2x USB-C, and a headphone jack.

Right-side ports: SD cardstock reader, USB-A, USB-C.

The haptic feedback on the ample trackpad is additionally a greeted addition. It plant alongside things akin clicks, drags, and opening alignment throughout Windows 11, and the tactile feedback triggers in apps akin PowerPoint as you drag and align objects or images in a deck, too. It’s subtle adequate to create it awareness akin you’re really moving windows or interfaces around, but I do desire additional apps supported it.

Microsoft has included a 1080p front-facing camera complete the screen. The norm is fine for video calls, and it supports Windows Hello visage authentication and Windows Studio Effects akin automatic framing, eye contact, and backdrop blur.

Not all of the Surface Laptop Ultra hardware is impressive, though. I’ve had issues anywhere I’ve unplugged the charger at 100 percent lone for Windows to afterward immediately study 97 percent power division life. Plugging in would put it rear to 100 percent and afterward it would immediately autumn rear to 97 percent again all period I unplugged.

The magnetic USB-C charger is an notable addition.

It seemed weird so I asked Microsoft concerning the behavior, and it’s designed this way to create a power division final longer. “When it’s plugged in and the power division is full, the equipment pauses charging fairly than continually topping off, and resumes lone formerly the flat drops to 95 percent,” says Microsoft spokesman Moses Nsereko. “This reduces deteriorate complete time. While plugged in, the indicator shows 100 percent to signify a complete charge. When you unplug, it shows the battery’s exact flat correct away, which may be a few percent lower.”

I’ve run into several issues alongside the display, too, anywhere either things felt slightly laggy or there was noticeable ghosting. Moving a opening about quickly sometimes remaining a small trail. Changing power settings from the default “best power efficiency” manner to “best performance” seemed to fix most of the laggy feeling, and the backlight ghosting seems to be small noticeable the longer you run the laptop.

I additionally heard several noisy pops and bangs from the built-in speakers on the Surface Laptop Ultra. They were noisy adequate to audio akin firecrackers, and I idea the power division was concerning to die before I realized it was fair speaker interference. Rebooting the Surface Laptop Ultra solved this one, but it’s happened a brace of times now.

Speaking of rebooting, I’ve noticed that rebooting the Surface Laptop Ultra is amazingly slow. This seems akin item Microsoft could effortlessly fix alongside an update, though.

The Surface Laptop Ultra can run complex local AI models.

Local AI models and agents

The RTX Spark that powers the Surface Laptop Ultra is designed alongside local AI models and agents in mind. The type I’ve been evaluation has a 20-core CPU that was codesigned by Nvidia and MediaTek paired alongside a 6,144-CUDA-core GPU — approximately comparable to a mobile RTX 5060 — affirmative 128GB of unified recollection and a 1TB Gen 5 SSD. It’s the top-of-the-line example at $5,899, and I think if you’re considering this particular laptop spec afterward you have a extremely particular use case in mind. The basis type is $2,599, and it comes alongside an 18-core CPU, 5,120-CUDA -core GPU, and 24GB of unified memory.

Out of the box, Microsoft prompts Laptop Ultra owners to choice an AI agent. You can choose between Hermes, OpenClaw, and Perplexity. I tried out Hermes and OpenClaw complete the former week, but I ran into issues getting OpenClaw to activity initially. A reinstall fixed a gateway issue, and afterward I could name my delegate and commencement using it for local AI tasks.

I configured the two Hermes and OpenClaw to use the Qwen3.8-27B model, among the additional mighty local AI models. Because it uses the complete power of the Surface Laptop Ultra, it volition rotation up its fans at complete throttle and 100 percent GPU for equal the most essential of queries. I asked Hermes to resize and change several photos from PNG to JPG, a project that would obtain seconds using a PowerToy utility. It took minutes to complete, all during the fans were buzzing distant and the laptop was getting hot.

It’s likely my error for using specified a ample example for a essential task, but without evaluation all sole local AI example it’s difficult to cognize which one to choice for all project you need. I asked OpenClaw to build me a astute residence dashboard, but it spent 30 minutes spinning up the laptop’s fans and calling assorted tools to eventually create nothing but an error.

I don’t have a basis Surface Laptop Ultra to test, but it’s uncomplicated to see that 24GB of unified recollection volition average small local AI models to choose from.

Local AI models are finest for coding tasks correct now.

I struggled to arrive up alongside many compelling use cases for the power of these chips for local AI work. A lot of tasks could merely be done far additional quickly and without the laptop fans spinning up by using a liberated haze model. The power current is really in leaving the delegate operating at complete throttle to build item overnight, or run a project throughout ample datasets that would normally disbursal a lot of prosperity in haze tokens.

I did akin that I could do things locally, though, without worrying concerning the privacy aspects of haze models. I fed Hermes several audio and video records and it went onward and created a local llama.cpp server to allow audio transcription. It took several fiddling to get it working, but it could certainly preserve me having to instal transcription apps or pay for a haze assistance akin Otter.

The item I didn’t akin is that these agents are far from user-friendly, and I’m amazed that Microsoft or Nvidia hasn’t developed its own local AI interface that simplifies a lot of this work. I need to expend additional period alongside the two Hermes and OpenClaw, but as person who doesn’t code it’s apparent this is all really targeted toward developers and power users.

Gaming and imaginative tasks

The Surface Laptop Ultra power not be an authoritative gaming laptop, but it’s certainly capable of operating far additional of the latest games than Apple’s MacBook Pro. Normally I’d be nervous concerning Windows on Arm and gaming, stated the feeble GPU on the Qualcomm Snapdragon X sequence chips. But this is the archetypal period we’ve seen an Arm CPU paired alongside a stronger Nvidia GPU, and most games run fine for a laptop that’s not the size of a gaming one.

Instead of operating a bunch of benchmarks at distinct settings, I decided to try and discover the optimal settings that would authorize me to perform at about 60fps or additional in all game. Because this is an RTX GPU, you additionally get complete assistance for DLSS, Frame Generation, and ray tracing. So you can allow Frame Generation if you desire to get to 120fps to equivalent the 120Hz display.

I was capable to run Black Myth: Wukong at 70fps on average at native resolution (3270 x 2180) alongside average settings and DLSS achievement manner enabled. I ran the identical average settings and DLSS achievement in Cyberpunk 2077 and averaged 66fps, and Forza Horizon 6 managed an average of 57fps.

Most games volition need to run at average settings and DLSS achievement or stable to get about 60fps, but there are several exceptions anywhere you’ll need to lesser settings or resolution. Gears of War: E-Day averaged 40fps on average settings and DLSS performance, and I lone managed to bump this to 48fps on low settings. I additionally had to move Doom: The Dark Ages to low settings and DLSS achievement to hit an average of 60fps.

Gears of War: E-Day operating on the Surface Laptop Ultra.

I’m spoiled by using an RTX 5090 on a 32-inch 4K display all day alongside maxed-out equivalent settings, but I didn’t intellect the appearance of average settings on a 15-inch display. It felt additional akin dropping downward to console settings, and in several games it’s difficult to differentiate the texture differences on a smaller display. I’m one of those gamers who prefers to run at 60fps alongside lesser settings fairly than max out the settings and have to perform at 30fps, though.

While equivalent compatibility is fine for most titles, there are several anywhere you’re going to run into emulation issues. Horizon Zero Dawn Remastered was constricted to 30fps at 1440p despite of whether I used low or average settings. I accept this is since the equivalent is CPU-heavy, so a native Arm harbor would likely assistance for this category of game.

There aren’t many native Arm games, though. I tried out the new Arm type of Marvel Rivals, and it averaged 64fps alongside average settings and DLSS achievement and 75fps alongside low settings. I think we’ll lone see Arm ports anywhere there’s a lot of CPU action engaged that the Prism emulator — which translates CPU instructions from x86 to Arm — can’t grip fine enough, since alternatively it’s extremely capable.

We may see additional Arm ports for games that have anti-cheat engines. Anti-cheat engines are a lot additional complex to emulate, so developers have to create Arm-compatible versions. While games akin Arc Raiders, Counter-Strike 2, Dota 2, and Fortnite all activity out of the box, Nvidia and Microsoft are operating alongside EA, Activision, and Riot Games to get titles akin Battlefield, Call of Duty, Valorant, and League of Legends completely supported.

	MacBook Pro 16 / Apple M5 Max / 128GB / 4TB	Microsoft Surface Laptop Ultra / Nvidia RTX Spark N1X / 128GB / 1TB	Mac Mini (2026) / Apple M5 Pro / 48GB / 1TB / 10G Ethernet	MacBook Pro 14 / Apple M5 / 16GB / 1TB	Asus Zenbook A16 / Qualcomm Snapdragon X2 Elite Extreme X2E94100 / 48GB / 1TB	Razer Blade 16 (2025) / AMD Ryzen AI 9 HX 370 / RTX 5090 / 32GB / 2TB
CPU cores	18	20	18	10	18	12
Graphics cores	Apple M5 Max (40 cores)	Nvidia N1X (6,144 CUDA cores)	Apple M5 Pro (20 cores)	Apple M5 (10 cores)	Adreno X2-90	Nvidia RTX 5090 Laptop GPU (10,496 CUDA cores)
Geekbench 6 CPU Single	4330	2864	4294	4208	3643	2968
Geekbench 6 CPU Multi	29143	19030	29104	17948	22044	15922
Geekbench 6 GPU (OpenCL)	145613	144352	88531	49059	41101	213016
Geekbench 7 CPU Single	3693	2705	3675	Not tested	Not tested	Not tested
Geekbench 7 CPU Multi	35439	23445	34021	Not tested	Not tested	Not tested
Geekbench 7 GPU (OpenCL)	153190	115241	88763	Not tested	Not tested	Not tested
Cinebench 2026 Single	734	534	715	736	628	Not tested
Cinebench 2026 Multi	8952	6759	8059	4486	6327	Not tested
Procyon depiction gen	852	1444	Not tested	Not tested	Not tested	Not tested
Procyon device imagination 2	Not tested	3893	Not tested	Not tested	Not tested	Not tested
Procyon content gen Phi 3.5	4426	2555	Not tested	Not tested	Not tested	Not tested
Procyon content gen Mistral 7B	3715	2233	Not tested	Not tested	Not tested	Not tested
Procyon content gen Llama 3.1 8B	3498	2183	Not tested	Not tested	Not tested	Not tested
Procyon content gen Llama 2 13B	3313	2078	Not tested	Not tested	Not tested	Not tested
PugetBench for Photoshop	15716	13399	17726	12354	10931	8679
PugetBench for Premiere Pro (2.0.0+)	154829	82107	105041	71122	Not tested	Not tested
PugetBench for DaVinci Resolve (2.0.0+)	124942	90257	85624	50882	Not tested	Not tested
Blender classroom test (seconds, lesser is better)	15	15	24	44	198	18
Blender cosmos test (seconds, lesser is better)	35	62	51	Not tested	670	121
Premiere 4K Export (lower is better)	1 minute, 10 seconds	2 minutes 18 seconds	1 minute, 51 seconds	2 minutes, 47 seconds	6 minutes, 38 seconds	1 minute, 56 seconds
Sustained SSD says (MB/s)	13638.91	14537.29	12218.07	7049.45	7092.91	6726.25
Sustained SSD writes (MB/s)	17814.19	12582.13	15420.95	7317.6	5694.94	4931.41
Price as tested	$8,149	$5,900	$2,899	$2,149	$1,979.99	$4,499.99

The Surface Laptop Ultra is additionally a extremely capable device for imaginative and mundane tasks. I managed to export our 4K video test in two minutes and 18 seconds on the Surface Laptop Ultra using Premiere Pro. That’s about a infinitesimal rearward the top-of-the-line MacBook Pro, but strikes the basis M5 part and is about 30 seconds rearward the M5 Pro. I did have to create this using Premiere Pro’s own export tool, fairly than sending it to Media Encoder akin how we normally run this test. There seems to be a bug in the beta Arm type of Media Encoder that prevented it from operating the export correctly.

Where the Surface Laptop Ultra really falls rearward Apple’s M5 chips is in CPU performance. Single-core and multi-threaded CPU tests akin Geekbench or Cinebench display how much weaker the MediaTek CPU is against a $6,999-plus MacBook Pro 16 alongside an M5 Max or equal an M6 Mac Mini. Even several of the GPU tests for Geekbench display the RTX Spark falling rearward Apple’s MacBook Pro, and the Puget Bench Photoshop, Premiere Pro, and DaVinci Resolve are all noticeably rearward the M5 Max.

I’ve additionally been evaluation the power division existence of the Surface Laptop Ultra, which seems to be about seven hours if you’re using local AI models and a mix of apps and gaming. If you’re doing small intensive work, it’s averaging out at 10 hours or more. I’ll cognize additional the longer I use the Laptop Ultra, so inspect rear for updated power division impressions.

Surface Laptop Ultra is designed for Blender and another imaginative apps.

The Surface Laptop Ultra doesn’t really recommendation a apparent achievement advantage complete the MacBook Pro exterior of several AI workloads akin depiction generation and the capability to run CUDA compute natively. It’s not transformative for the Windows earth akin the M1 chips were for macOS, mostly since Qualcomm already supercharged Windows on Arm alongside its Snapdragon X sequence two years ago. That makes it difficult to propose unless you’re specifically curious in operating local AI models, coding, or experimenting alongside AI agents.

The Surface Laptop Ultra, and Nvidia’s RTX Spark in general, targets developers and power users who desire a laptop that can grip those workloads alongside imaginative apps and the latest games. For that audience, there’s a lot to like. For everyone else, additional affordable laptops can grip mundane productivity, imaginative work, and several ray gaming without the hefty cost premium.

Microsoft has arrive nearer than always to construction a Windows substitute to the MacBook Pro. The hardware looks and feels great, and Nvidia’s GPU brings CUDA assistance and decent gaming capabilities to a high-end laptop design. But the Surface Laptop Ultra’s biggest marketing item is additionally its biggest inquiry mark: local AI. It all feels akin a activity in progress. If you’re prepared to test alongside it, this could be a compelling glance of anywhere Windows laptops could go next. If you’re not, it’s a lot of prosperity to expend on an experiment.

Microsoft Surface Laptop Ultra specs (as reviewed)

Display: 15-inch (3270 x 2180) 120Hz Mini LED, up to 2,000 nits highest HDR
Processor: Nvidia RTX Spark N1X 18-core CPU / 6144-CUDA-core GPU
Unified memory: 128GB LPDDR5x
Storage: 1TB SSD (Gen 5)
Webcam: 1080p front-facing Surface Studio Camera
Connectivity: Wi-Fi 7, Bluetooth 5.4
Ports: 3x USB-C / USB4, USB-A 3.1, SD cardstock reader, HDMI 2.1b, Magnect Connect charging, 3.5mm headphone jack
Biometrics: Windows Hello facial recognition
Weight: 4.41 pounds / 2kg
Dimensions: 12.95 x 9.4 x 0.75 inches / 328.8 x 238.7 x 19.16mm
Battery: 92Wh
Price: $5,900

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Tom Warren

The iPhone Duo is now available to preorder at $1,999

support@mycoding.id (Sheena Vasani) — Fri, 16 Oct 2026 13:00:00 +0700

Sheena Vasani

writes concerning tech news, reviews gadgets, and helps readers preserve prosperity by highlighting deals and merchandise recommendations for The Verge.

Few phones have been additional anticipated than a foldable iPhone, but it’s eventually here. The iPhone Duo was unveiled during Apple’s “Surprise and shine” event alongside the iPhone 18 Pro and the Apple Watch Series 12 and Ultra 4 models.

Apple’s archetypal foldable has a 5.4-inch external screen, and it unfolds to display off its 7.6-inch Super Retina XDR screen. Apple Pencil assistance is coming afterward this year. While it lacks Face ID for facial unlocking, there’s a Touch ID sensor alongside its border to acknowledge your fingerprint. The equipment has an IP68 rating, alongside Ceramic Shield 2 on its back, alongside Ceramic Shield covering the forefront display. It has the identical A20 Pro chipset as the iPhone 18 Pro. Notably, the Duo has the identical 48-megapixel fusion camera as the 18 Pro, although it doesn’t have changeable aperture.

The foldable volition arrive in two colors, Star White and Night Sky, and starts at $1,999 for the 256GB version. You can preorder an unlocked type now onward of its Friday, October 23rd publish date from Apple and Best Buy.

If you’re looking to buy from a carrier, a few are offering promomtions.

AT&T is offering new and existing customers up to $1,200 off the iPhone Duo alongside a qualifying trade-in, applied through 36 monthly invoice credits. Customers switching to AT&T can additionally obtain up to $800 via a reward cardstock to assistance pay off their existing phone balance. Additionally, customers who activate a new eligible row online can preserve up to $200 per row through 36 monthly invoice credits.
T-Mobile volition recommendation up to $1,000 off the iPhone Duo alongside eligible trade-ins on an Experience Beyond or Go5G Next plan. Alternatively, you can get the identical discount without a trade-in whenever adding a new row and switching from another carrier.
Verizon is waiving its $40 activation fee for new customers who preorder the iPhone Duo. You can pay $55.55 per duration complete 36 months at 0 percent APR. Alternatively, Verizon offers a Simplicity Pro bundle for $72.22 per month, which bundles the phone alongside additional perks akin two additional TravelPass days per month, and lets you upgrade your phone up to two times inside a rolling 12-month period.

Verge Shopping

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Sheena Vasani

Google Takes Applications For A UGC Pipeline Separate From Crawling

support@mycoding.id (Matt G. Southern) — Fri, 16 Oct 2026 13:00:00 +0700

For most websites, crawling is motionless how you enter Google Search. Googlebot finds a URL and retrieves the page; then, independently, Google’s systems decide if they desire to add this leaf to their index.

On Oct. 8, Google added Search Central records describing how approved forums and social platforms can present user-generated satisfied immediately to Google.

The UGC Fresh Data Program allows approved platforms to present satisfied and communication signals through a “dedicated data ingestion pipeline” that accepts data submission from those platforms. Google states that the pipeline is distinct from the two traditional crawlers and the Indexing API. According to Google, involvement in the UGC Fresh Data Program does not justify your satisfied volition be included in Google Search.

Google has partnered alongside idiosyncratic social platforms before, including Twitter in 2009 and Reddit in 2024. This period the criteria are posted and there’s an application form, so you can inspect most of Google’s requirements against a platform’s own pages before applying. The form asks how many monthly energetic users the phase has and whenever it launched.

What Google Posted

The Search Central records changelog links to the leaf under the admission for Oct. 8: “Added records on the UGC Fresh Data Program.” Google wrote that the leaf is meant to explain the program’s intent and assistance applicants “understand the eligibility criteria and how to participate.”

The program page opens alongside this description:

The UGC Fresh Data Program is an undertaking designed to assistance platforms display fresh, elevated quality, and authentic user-generated satisfied (UGC) throughout assorted features on Search.

Google says sending satisfied through the pipeline “helps justify that caller satisfied is processed and quickly updated in Search.” The leaf gives no period example for “quickly.” It additionally says the program “doesn’t justify that satisfied volition appear in Search.”

The leaf limits the program to “trending UGC content.” It describes the pipeline as “independent of the Google Indexing API and traditional integrated crawling for broad web content.”

Oct. 8 is whenever the leaf went up. Neither the leaf nor the changelog admission says whenever the pipeline started operating.

Who Google Says Can Apply

Google lists six criteria, using the labels below.

Content focus. The phase must chiefly presenter “UGC, social postings, or forum discussions.” Content should sit on dedicated pages alongside stable URLs, “not on overview or nourish pages.”
Volume and audience. “A elevated quantity of UGC satisfied and a important person base.”
Content accessibility. Content must be on community pages that Googlebot and users can reach. Anything rearward a login or paywall doesn’t qualify, and all UGC must be tied to “a creator alongside a community profile.”
Technical readiness. The phase must be capable to execute “secure OAuth 2.0 API authentication” and build “strictly validated JSON-LD payloads.” It must already use, or be prepared to implement, valid on-page schema.org markup. Google’s example is SocialMediaPosting or DiscussionForumPosting alongside interactionStatistic sub-fields.
Content health and moderation. No forbidden content, affirmative energetic moderation that includes a way for users to study posts.
Content freshness. Content must be “as caller as possible, ideally sent inside minutes,” and the phase must be capable to present “regular updates of involvement counters (within 72 hours of creation).”

Submitting an use “doesn’t justify participation,” according to the page, and Google volition portion developer documents “once accepted into the program.”

The form has seven required fields: business name, assistance domain, 10 example URLs alongside UGC, monthly energetic users, initiate date, a Search Console owner’s email and a communication email. It calls a submission “merely an expression of interest” and says Google “has no duty to merge your satisfied in our features.”

The form goes additional than the leaf on anywhere satisfied could display up, saying submitted satisfied “is eligible to assist on Google Search and another surfaces, particularly for time-sensitive or caller content.” It adds, “we never justify serving as that is resolute entirely by ranking algorithms.”

How It Compares With Crawling And The Indexing API

Any location can ask Google to crawl its pages, according to Google’s recrawl documentation. Owners and complete users of a Search Console asset can petition crawls of idiosyncratic URLs in the URL Inspection tool, inside a quota, and sitemaps shield larger sets of URLs. Google says crawling “can obtain anyplace from a few days to a few weeks,” and that a petition “does not justify that inclusion in hunt results volition happen immediately or equal at all.”

The Indexing API is narrower. It covers pages alongside JobPosting, or BroadcastEvent embedded in a VideoObject, and lets their owners inform Google whenever a leaf is added, updated or removed. This “allows Google to agenda pages for a caller crawl.” There is a “default 200 quota” accessible for API onboarding and submission testing; however, the API “requires additional endorsement for use and asset provisioning.” In a September post I noted multiple job boards had gone months without a answer to their endorsement requests.

Recrawls, sitemaps, the Indexing API provision the URL for crawling. Platforms present what Google calls “content and communication signals” through the UGC program, but this does not substitute community URLs. The criteria motionless necessitate that the satisfied be accessible via Googlebot.

The Indexing API has a default quota for onboarding and testing, alongside additional endorsement required for additional usage. The UGC program requires Google to endorse applicants. Neither guarantees that submitted satisfied volition appear in Search. Of the three options being compared here, recrawl requests and sitemaps do not contain a petition for approval. The program’s “within minutes” wording covers sending, not indexing.

Google Has Partnered With Social Platforms Before

On Dec. 7, 2009, Google launched real-time hunt results that showed “live updates from group on famous sites akin Twitter and FriendFeed.” The article named Facebook, MySpace, FriendFeed, Jaiku and Identi.ca as new partners, alongside alongside Twitter, which Google stated it had announced “a few weeks ago.”

In July 2011, Google stated “that accord expired on July 2,” as Datamation reported at the time. In May 2015, Google said it was bringing Tweets to Search on mobile, and it added desktop that August.

In February 2024, Google stated that it “now has access” to Reddit’s Data API. According to Google, this Data API delivers “real-time, structured, distinctive content.” Google noted that accessing the Data API would provision “enhanced signals that volition assistance us improved comprehend Reddit satisfied and display, train on, and alternatively use it.” Furthermore, Google states that this alliance does not power its use of publically accessible (crawl-able) satisfied from the Internet for indexing, training or displaying specified satisfied in Google products.

Those partnerships mentioned complete are the ones Google announced alongside named entities. However, those before posts did not provision adequate specialized data so as to authorize difference alongside the new pipeline. While the 2024 clarification notes “access to Reddit’s Data API,” the Oct. 8 posting describes approved platforms providing data through a Google ingestion pipeline. There was no citation to the Reddit alliance in the program leaf or the form.

As noted previously, among the uses listed in the 2024 article is training. However, neither the program posting nor the posted use form referenced “training.”

There is a apparent difference between what has been published concerning the new program and the before partnerships. Google has made accessible to the broad community the two the eligibility criteria for involvement in the new program and an online application. As earlier discussed, Google provided acknowledgment of idiosyncratic social phase partners through previous announcements.

What Forum Markup Already Carries

Google’s assistance for the markup the program names predates it by nearly three years. In November 2023, Google added conversation forum and overview leaf organized data, which I covered at the time. Google stated the markup plant alongside features “designed to display first-person perspectives from social media platforms, forums, and another communities,” and that using it “does not justify appearance.”

In June 2024, the changelog confirmed that SocialMediaPosting markup is additionally supported, “to additional accurately indicate how the data ingestion for these features work.” In March 2026, Google added forum and Q&A properties “for providing additional clarity on comment thread construction to Google ingestion systems.” The update included labels for AI-generated and bot content, which I covered in March.

Google’s current discussion forum markup page lists five communication types it supports in interactionStatistic: likes or upvotes, dislikes or downvotes, views, comments, and reshares. The program leaf names the identical markup, alongside interactionStatistic, as its example of what applicants should have on their pages.

Neither the forum records nor the program leaf says how Google uses those counts in ranking.

Why This Matters

Google documents item to a distinct intake for trending posts from forums and social platforms, distinct from the crawling it uses for broad web content. Approved platforms dispatch the posts and their communication signals themselves, during recrawl requests, sitemaps and the Indexing API all hand Google a URL to crawl.

Any phase that includes lone nourish items; requires login credentials for article views; or has person generated posts that cannot be connected rear to a community overview does not meet requirements under the current details despite of the size of their platform. The ten example URLs provided are intended to portray the format the phase plans to dispatch to Google.

Whether or not the phase chooses to apply, the specialized SEO can concentration on the markup. Valid on-page organized data is among the requirements, and in 2023 Google provided Search Console reporting and Rich Results Test support for the two forum and overview markup. Those reports display errors, warnings, and valid items connected to marked-up forum and overview pages.

If a site’s chief origin of satisfied is not user-generated content, afterward it fails the archetypal qualification. However, these types of sites may motionless be competing against User Generated Content (Forum/Social) on the identical searches, but Google did not name any participants. If you discover your searches yielding additional forum results, currently, there is no way inside either the program leaf or form to decide whether the program is liable for those risen results.

What Google Hasn’t Said

As of Oct. 15, none of the program page, form, or changelog admission (Oct. 8) names a participating platform. None of these items established a numerical value for “a important person base” notwithstanding this being among the values requested via the Form to be reported as Monthly Active Users.

The program leaf references “various features on Search,” during the form says “Google Search and another surfaces.” They don’t acknowledge a feature. The 72-hour oppose opening isn’t explained either.

The three listed documents additionally do not signify how Google utilizes the communication signals/engagement counts provided by participants; nor do they define if participants volition obtain any reporting.

Looking Ahead

Applications are open through the form connected from the program page. Google says it volition get rear to applicants “within 6-8 weeks alongside a reply on the position of your application.” Selected platforms afterward get “detailed specialized integration records and onboarding instructions,” alongside no stated agenda for that step.

Google’s Search Central changelog records the Oct. 8 addition. It’s a location to observe for forthcoming changes to the documentation.

More resources:

Featured Image: Tetiana Yurchenko/Shutterstock. Source: Google.

Category SEO

Tesla's new flying Roadster did exactly what Elon Musk said it would in a post 8 years ago

support@mycoding.id (Georgia Hennessy) — Fri, 16 Oct 2026 12:58:49 +0700

Elon Musk may have been years delayed on his Roadster deadline, but the tech Tesla showed off was fair as described eight years ago. Win McNamee/Getty Images

It's been a lengthy period coming.

Almost eight years ago, in January 2019, Elon Musk shared plans on Twitter for Tesla's Roadster to lift off using cold-gas thrusters and ultra-high-pressure air. On Thursday, the much-anticipated Roadster did exactly that.

Musk's 2019 assertion came in reply to a person sharing a GIF of the DeLorean from "Back to the Future" hovering in midair.

"The new Roadster volition really do item akin this," he wrote. Tech YouTuber Marques Brownlee responded: "The item is I awareness akin you’re not joking."

"I'm not," Musk said.

I’m not. Will use SpaceX chilly gas thruster scheme alongside ultra elevated force air in a composite over-wrapped force container in location of the 2 rear seats.
— Elon Musk (@elonmusk) January 9, 2019

He afterward described a SpaceX-made cold-gas thruster scheme that uses high-pressure air stored in a composite force vessel.

At a SpaceX test location in Texas on Thursday, nearly 8 years later, a Roadster climbed a curved ramp, dropped, rolled through the air and landed on its wheels. It used the identical essential technology: cold-gas thrusters fed by high-pressure air stored in composite force vessels.

The 2019 toggle was not Musk’s archetypal citation of thrusters. In June 2018, he stated the Roadster would contain approximately 10 of them and suggested they power authorize the car to fly.

Using the config you describe, affirmative an electric pump to replenish air in COPV, whenever car power diagram drops below max group power output, makes sense. But we are going to go a lot further.
— Elon Musk (@elonmusk) June 9, 2018

When another person projected compressed-air cold-gas thrusters, Musk stated that configuration made awareness and described a pump to replenish the air.

Musk's document of the innovation has proved additional accordant than his manufacturing timetable. Tesla unveiled plans for the second-generation Roadster in 2017 and initially targeted manufacturing for 2020. After repeated delays, Musk stated in the disclose that manufacturing volition commencement in 2028.

The Roadster is not Tesla’s lone conveyance to young female an aspiring publish target. When Musk unveiled the Cybertruck in 2019, he stated Tesla expected manufacturing to commencement in delayed 2021. The archetypal client deliveries took location two years later, in November 2023.

While Musk has missed plentifulness of deadlines, many of his additional improbable innovation plans have made it beyond the example board. In December 2020, he stated SpaceX would try to capture a returning Super Heavy booster alongside its initiate tower.

We’re going to try to capture the Super Heavy Booster alongside the initiate tower arm, using the grid fins to obtain the load
— Elon Musk (@elonmusk) December 30, 2020

Nearly four years later, the tower’s mechanical "chopsticks" caught one for the archetypal time.

Musk has a habit of promising the improbable fine before it is ready, but eventually, the improbable part arrives.

Google Search Ranking Volatility & Chatter Spikes Today

support@mycoding.id (Barry@Rustybrick.com (Barry Schwartz)) — Fri, 16 Oct 2026 12:55:00 +0700

It has been a during since I reported on a Google Search ranking update. I blame the tools, but in all seriousness, I am seeing a spike in volatility and, now likely additional importantly, a spike in chatter complete the former 24 hours, connected to Google Search ranking changes, referral traffic changes and general disruption in the Google Search results.

As a reminder, we had the Google September 2026 spam update commencement on Thursday, September 24, 2026 at about 12:00 pm ET and completed on October 8, 2026 at 4:37 am ET. That update had three waves of volatility, in our opinion. They include:

Before that, we had unconfirmed updated about September 23/24, volatility on September 15th, afterward the weirdness alongside September 4 through 13.

I should note that there seems to be an ongoing increase in manual actions, human-generated Google hunt penalties.

Now, I am seeing a spike in SEO chatter and at the identical time, several tools showing volatility, complete the former day or two.

SEO Chatter

Let's commencement alongside the chatter at WebmasterWorld alongside comments from the community concerning ranking and traffic changes from Google Search complete the former 24 hours. Here are several of those comments:

Really dreadful today, indeed. Decline is fair the trend the final few years. Nothing to do concerning it. Not lone alongside Google, but another hunt engines are additionally sending fair small traffic complete the final few years. Almost not noticeable, logic of the period span. But small by little. A new norm following another new standard, until there is no income left.

Today is entirely dreadful. Every sole website I detect or have analytics admission to is seeing barely any traffic today. It doesn’t matter if it's an e-commerce shop, a news site, a blog, etc. On top of that, all the stories showing up in the News tab are entirely outdated. Some of them are exactly 3 months old. Something is certainly way off correct now.

Simply said: conversions nearly gone, apparently normal traffic. There is a lot of bot traffic (besides the normal traffic) which I am not wasting my period on, to be honest. Something changed during/after the spam update.

That's exactly the identical form I'm seeing correct now on my location and countless another websites. And to be honest, I'm at a defeat correct now. Traffic this dawn has been specified a catastrophe that I'm wondering why we're equal bothering to compose anymore; nobody's study it anyway. (Well, and this month's ad income is practically nonexistent.)

I concur traffic has dropped akin a rock alongside alongside Discover and news visibility. Even the Google News app and Discover in broad are showing old stories. Some of them at smallest a week old.
Traffic crawls a bit in the dawn and by evening it retracts rear into the abyss.
Sigh, was expecting that the end of the update would stabilize things, but it's fair made them worse.

Yep, my news site. Though by now, the hourly traffic has dug itself an equal deeper hole. Fortunately, the shop is doing okay, although traffic there dropped today as well.

Plus a lot more...

Google Tracking Tools

As you all likely cognize by now, the third-party Google tracking tools are struggling - so keep that in intellect whenever looking at this data.

Here is the total tool:

Google Volatility Chart

Data Sources

AccuRanker Algoroo AWR CognitiveSEO DataForSEO Mangools Mozcast SEMRush Serpstat SimilarWeb Sistrix Wincher Wireboard Zutrix

Here are what the particular tools are showing:

Wincher:

CognitiveSEO:

AWR:

Wireboard - this study shows the total of the tools complete and parcels them on one chart:

AccuRanker Grump:

Serpstat:

DataForSEO SERP Volatility:

Mangools SERPWatcher:

What are you all seeing?

Forum conversation at WebmasterWorld.

Inside an AI Factory – Power, Cooling, and GPUs Explained

support@mycoding.id (Freecodecamp.org) — Fri, 16 Oct 2026 12:53:48 +0700

Inside an AI Factory – Power, Cooling, and GPUs Explained

Discover the enormous bodily infrastructure powering the AI revolution, exploring everything from grid power and liquid cooling systems to complex GPU interconnects. This thorough way breaks downward the complete anatomy of a contemporary AI factory, revealing exactly what it takes to rotate raw megawatts into the tokens generated by today's foremost models. Course notes and resources: https://kiankyars.github.io/gigawatt/ Created by @neuralkian ❤️ Support for this conduit comes from our allies at Scrimba – the coding phase that's reinvented interactive learning: https://scrimba.com/freecodecamp ⭐️ Chapters ⭐️ - 0:00:00 Introduction - 0:04:03 Primer: Electricity & Circuits - 0:43:18 Chapters 1 & 2: Data Center Overview - 1:11:40 Chapter 3: Models, Users, & Workloads - 1:46:58 Chapter 4: Site Preference & Physical Infrastructure - 2:33:04 Chapter 5: Transforming a Land Parcel into a Data Center - 2:56:55 Chapter 6: Power Routing from Campus to Rack - 3:29:26 Chapter 7: Continuity, Storage, & Backup Power Interruptions - 4:17:02 Chapter 8: Regulating Chip Voltage - 4:39:28 Chapter 9: 800V Direct Current Rack Distribution - 4:53:24 Chapter 10: Networking & Interconnects - 5:45:24 Chapter 11: Chip & Rack Heat Capture - 6:12:43 Chapter 12: Global Heat Rejection & Water Usage - 6:39:24 Chapter 13: Engineering, Procurement, and Construction (EPC) - 6:53:11 Chapter 14: Controls, Operations, and Reliability - 7:17:15 Chapter 15: GPU Cloud Economics - 7:38:35 Chapter 16: Finale: Putting an AI Factory Together 🎉 Thanks to our Champion and Sponsor supporters: 👾 @omerhattapoglu1158 👾 @goddardtan 👾 @akihayashi6629 👾 @kikilogsin 👾 @anthonycampbell2148 👾 @tobymiller7790 👾 @rajibdassharma497 👾 @CloudVirtualizationEnthusiast 👾 @adilsoncarlosvianacarlos 👾 @martinmacchia1564 👾 @ulisesmoralez4160 👾 @_Oscar_ 👾 @jedi-or-sith2728 👾 @justinhual1290 -- Learn to code for liberated and get a developer job: https://www.freecodecamp.org Read hundreds of articles on programming: https://freecodecamp.org/news

Google Ads To Allow Certification For Online Gambling Advertisers

support@mycoding.id (Barry@Rustybrick.com (Barry Schwartz)) — Fri, 16 Oct 2026 12:51:00 +0700

Google Ads volition authorize several advertisers to use for certification for the category of online gambling. This started this month, October 2026, and volition gradually be accessible to several advertisers in Google Ads.

Google wrote, "In October 2026, Google volition gradually current the capability for several advertisers to use for the following certifications in their Google Ads account: Online gambling."

Google stated the certification "feature volition be released incrementally to all advertisers complete a duration of time, and not all advertisers and certification applications volition be affected immediately."

Those advertisers who are affected by this volition have the choice to either continue to use for certifications via the Google Ads Help Center or their Google Ads document in 'Admin' under a new 'Policy > Account' section.

Google additionally noted that "existing certifications that an advertiser holds and pending applications volition not be affected by this incremental launch."

I currently see no changes to the Apply to advertise certain products & services using Google Ads assistance document connected to this news. Although, online gambling and online gambling-promoting satisfied and certain online non-casino games are listed in the document for a during now.

Here is a screenshot of the news post:

Forum conversation at X.

New details about Khaby Lame's $975 million deal deepen the mystery

support@mycoding.id (Lucia Moses,Dan Whateley) — Fri, 16 Oct 2026 12:45:01 +0700

Khaby Lame has been following another partnerships as his big payday remains in question. Simon Galloway/LAT Images

A new financial filing provides caller particulars — and additional questions — concerning a mysterious $975 myriad agreement struck by TikTok's top star, Khaby Lame.

On January 9, Lame — who has complete 160 myriad followers — entered into an accord that would theoretically net him a important payday and obtain his business public. The mechanism: a merger alongside the publically traded Rich Sparkle Holdings, a financial printing resolute based in Hong Kong.

Then, in delayed January, Lame went silent on the merger. Now, we have an update: the agreement is motionless on ice. A Rich Sparkle financial filing on September 30, its archetypal since March, described the agreement as conditional on a due diligence process, a minimum evaluation of Lame's company, and inventory toggle approval. That's the identical tongue that has appeared in former filings.

While the agreement has been in limbo, Rich Sparkle's inventory has plummeted 99% from its peak. In the awaken of the notice of the agreement alongside Lame's business in January, the inventory attempt up to a elevated of concerning $180. On Thursday, it closed at $1.93. Several notable brokerages had restricted or blocked selling in the stock, Business Insider exclusively reported in April.

The first agreement notice was celebrated throughout the creator economy, since specified affluent valuations are rare among influencer-founded companies, and it would provision mundane investors an different chance to immediately bet on a creator. The elevated overview of Lame, a Senegalese-Italian creator who rosy to fame from dialogue-free wit videos, method the outcome of the agreement could effect how investors measure the viability of assistance businesses centered on idiosyncratic creators.

The January agreement conditions promised Lame's business 75 myriad shares, which would be value concerning $145 myriad at Thursday's decision portion price. The first accord had appreciated that interest at $975 million.

Rich Sparkle and Lame did not react to multiple requests for comment.

At the period of the first announcement, Rich Sparkle stated that it planned to create an AI avatar of Lame to do brand deals and market products on social media. It projected this endeavor could run additional than $4 milliard in annual merchandise sales.

An different inventory detail

The new filing contains another intriguing detail: Rich Sparkle issued nearly $39 myriad in inventory to its personnel as part of their compensation during the six months ended March 31, resulting in an functioning defeat of nearly $40 million. In the year-earlier period, it issued no share-based compensation.

This new portion issuance method several workforce could have benefited from the stock's enormous spike following the Lame agreement announcement. The filing doesn't signify which staffers received shares or exactly whenever they got them inside that six-month period.

Paul Nary, a administration prof at Wharton, stated the size of the portion issuance was different related to the company's evaluation and revenue.

If the agreement is in motion, we haven't heard a glimpse from Lame, who removed Rich Sparkle's inventory ticker, ANPA, from his social-media bios in delayed January. The satisfied creator continues to article for brands, lately making a cameo in the James Bond-inspired video equivalent "007 First Light," signing on as a brand ambassador for journey eSIM business Holafly, and promoting the Dakar 2026 Youth Olympic Games.

Bing Tests Read More Links In Search Result Snippets

support@mycoding.id (Barry@Rustybrick.com (Barry Schwartz)) — Fri, 16 Oct 2026 12:41:00 +0700

Microsoft is evaluation placing "read more" links inside the Bing Search outcome snippets, akin Google officially did a twelvemonth or so ago. I am capable to replicate this on several browsers, anywhere Bing adds a "Read more" nexus at the end of the hunt outcome snippet that links to the identical location the chief heading links to.

This was spotted by Khushal Bherwani who posted a screenshot on X but I am capable to replicate this. Here is a side-by-side screenshot, one showing the peruse additional nexus and the another not showing the peruse additional link:

The theory is the peruse additional nexus should advance searchers to click complete to peruse more...

Bing did test these on the Copilot results several period ago.

🆕 Bing is evaluation a “Read More” clasp in integrated hunt outcome snippets.
↗️Google has already rolled out a akin feature.
↗️Interesting to see Bing following a akin method to expanding hunt snippets.
🤔 Have you covered this for Bing ? cc @rustybrick https://t.co/w9WHx4DbIq
— Khushal Bherwani (@b4k_khushal) October 15, 2026

Forum conversation at X.

What your Black Friday results can teach you about growing your business

support@mycoding.id (Simon Lim) — Fri, 16 Oct 2026 12:37:37 +0700

Friday October 16, 2026

Simon L.

When we dug into our Black Friday numbers from final year, a few things amazed us. Our busiest day of the transaction wasn’t equal Black Friday; our expected agreement hunters came rear concerning as frequently as anyone else; and the discount persuaded many of them to commit for two years or more.

Black Friday brings a motion of new customers and several of our strongest revenue, and yes, we get enthusiastic concerning that. But the prosperity isn’t the lone logic it’s specified a big agreement for us. It’s the data, and the transaction is whenever it piles up fastest.

We ran additional than 50 experiments during final year’s campaign, and we use those numbers to enhance our products, our messaging, our satisfied – equal the coupon copy gets a achievement review. Yep, we’re data geeks.

Your own Black Friday results can do the identical for your business. They’re several of the most helpful data you’ll get all year, as lengthy as you dig former how much you made. They can display you which products deserve additional attention, whenever your customers akin to shop, which new customers are value keeping, and anywhere your ad prosperity plant hardest.

You don’t need to be a big business or a data geek to do it. You fair need to cognize anywhere to look.

What your Black Friday income won’t inform you

At archetypal glance, our Black Friday week looked akin a firm win, alongside orders 22% complete an average 2025 week. Digging deeper told us a lot more.

Among new hosting and VPS customers, the portion choosing plans of two years or additional rosy from 30% to 42%, so the transaction was persuading group to commit for longer.

Another endeavor can discover item alternatively entirely.

When Domas at the cosmetics shop La’Oda looked former his revenue, command value had barely budged. What had changed was the disbursal of winning all customer: shoppers arrived prepared to buy, so all one was cheaper to reach.

So this year, he’s leaning harder into paid ads. Since Meta was La’Oda’s biggest paid conduit final time, Domas plans to run about 60 ocular creatives there, alongside thousands of keyword variations on Google, to discover out which products, offers, and messages group react to most.

Your numbers volition appearance distinct as well, but the inspect is the same. Compare your Black Friday week alongside your finest regular weeks, afterward divided it by new and returning customers, by product, and by command size.

If one merchandise jumps ahead, it may deserve additional attention, and if your customary finest sellers win again, afterward you cognize anywhere to keep investing.

Your Black Friday scheme may not equivalent how your customers shop

Our busiest day of the entire run turned out to be Cyber Monday. It brought in as many first-time buyers as Black Friday and 11% additional orders overall, additional than any another day of the sale. The weekend in between dipped, equal alongside all discount motionless live.

The period additionally stretched fine former the transaction itself. First-time orders rosy steadily through first November, and at the another end, orders stayed elevated into December, so it makes additional awareness to scheme for a Black Friday period than a sole weekend.

Location mattered too. New customers additional than doubled in several countries compared alongside a normal week and barely moved in others, a reminder that Black Friday doesn’t transport the identical importance everywhere.

This year, we’re putting the prosperity anywhere it worked: getting prepared earlier, concentrating prosperity on the markets and periods that performed best, and keeping a nearer eye on whenever our ad expend stops paying off.

At La’Oda, first petition changed Domas’ plans. After seeing the archetypal fractional of November market fine in the two 2023 and 2024, he moved his ads to the second week of November in 2025, and November orders rosy 54% compared alongside the twelvemonth before.

Your busiest and most profitable days power autumn location alternatively entirely. Look at which days, channels, and locations paid for themselves, and difference them alongside the ones that were lone busy.

That could average treating Friday to Monday as one campaign, alongside your strongest last-chance communication saved for Monday and small spending complete the weekend.

Where your customers live matters as well. If most of them are in places anywhere Black Friday isn’t a big deal, a local buying event power deserve your biggest shove instead, akin Singles’ Day on November 11 in much of Asia or Buen Fin, Mexico’s type of Black Friday.

Let your Black Friday customers form your offers

Black Friday shoppers have a position for grabbing the discount and disappearing, but ours came rear concerning as frequently as anyone else. Within six months, 27.4% of the first-time buyers we won that week had ordered again, compared alongside 28.1% from another weeks.

There were additionally additional of them. First-time buyers made up 20.8% of our orders that week, compared alongside 18.3% the remainder of the year, which makes the transaction one of our finest chances to encounter new customers.

Our existing customers matter fair as much. Their spending during the transaction grew substantially between 2023 and 2025 through upgrades and cross-sells, so this year’s run is built for the two groups from the start.

New visitors get their own welcome, designed to current them to additional of what we offer, and there are deals throughout all our products, so existing customers have a logic to add item new.

Knowing who’s purchasing tells you what to recommendation all of them.

Fazenda Bonanza, a family coffee brand from Brazil, used its own revenue to discover the correct offer. The squad started alongside what their customers would value and tested a “buy three coffees, get a liberated French press” offer. Revenue rosy concerning 5%, so it became their chief Black Friday promotion. For a premium brand akin theirs, liberated shipping and a norm current fit improved than marking the coffee down.

Your Black Friday buyers have already told you what they want. Look at who was new, who came back, and what your regulars reached for, afterward build your next offers about that alternatively of guessing.

What went incorrect on Black Friday counts as data too

Some of the most helpful Black Friday data comes from things going wrong. When a leaf crashes or a finest seller runs out, highest traffic has fair shown you exactly anywhere your shop needs work.

Suburbios Skate, a skate shop on the outskirts of Mexico City, established this out correct before Buen Fin. After days of glitches, its website went downward for 18 to 24 hours, costing the shop between $1,000 and $1,500 in misplaced revenue during one of its biggest weeks of the year.

Co-founder Mario could have written it off as bad luck, but alternatively he treated it as a sign of what the shop needed to grip highest demand.

The squad moved to Hostinger in under 48 hours without losing any customer, order, or merchandise data, and Mario credits the additional stable setup as part of why online revenue grew 121% in 2025.

Most problems are smaller than that, but they’re fair as useful. If a merchandise sold out on day two or shoppers kept dropping off at the identical page, that’s item to fix before your next sale, as lengthy as you act on it.

Your Black Friday data checklist

If you’re fair getting prepared for Black Friday, commencement by operating these checks on final year’s numbers. Once this year’s transaction wraps up, run them again on the new data during it’s motionless fresh:

Compare the week. Put your Black Friday week next to your finest regular weeks.
Split the total. Break it downward by new and returning customers, by product, and by command size.
Check the calendar. Note whenever revenue started climbing, which days were busiest, and which ones paid for themselves.
Look at anywhere buyers are. See which locations responded, and whether a local buying event matters additional to your customers.
Plan an recommendation for all group. Give new customers a uncomplicated logic to try you, and provision regulars item that builds on what they already have.
Write downward what went wrong. Sold-out products and pages anywhere shoppers dropped off rotate into your fix catalog for next time.
Follow up fast. Reach out to new customers and restock during the data is motionless fresh.

Smaller revenue activity the identical way. A fountain promotion or a local holiday transaction gives you a smaller lot of data, and all one sharpens what you cognize concerning your customers.

So by all means, bask the additional revenue, fair akin we do. Then dig into the numbers rearward it, and you’ll discover ideas for what to market and who to market it to that keep paying off all twelvemonth round.

Simon is a energetic Content Writer who loves assisting group change their imaginative ideas into thriving businesses. With extended promotion experience, he continually strives to nexus the correct communication alongside the correct audience. In his spare time, Simon enjoys lengthy runs, nurturing his chilli plants, and hiking through forests. Follow him on LinkedIn.

Google Ads Lead Form Adds Lead Scoring For Lead Qualification

support@mycoding.id (Barry@Rustybrick.com (Barry Schwartz)) — Fri, 16 Oct 2026 12:31:00 +0700

Google added the capability to add guide scoring by indicating answers that meet requirements a guide for your endeavor to get higher-quality leads. You can add up to 12 answers per inquiry and inspect off whether they meet requirements under the guide scoring section. This is for the newish Google Ads guide administration feature.

This was posted by Hana Kobzová on PPC News Feed via Dafne Nazar who wrote, "Google Ads has added an choice to grade particular answers as qualifying leads whenever creating tradition questions in Lead Form assets."

Here is the screenshot:

It says, "You can now signify answers that is a guide to your endeavor to get higher norm leads. To oversee all your leads, go to Leads page."

Hana explained, "When environment up a tradition question, advertisers can now choose which answers meet requirements as precious leads. Google explains that this choice is designed to assistance businesses get higher norm leads, alongside guide administration accessible through the Leads page.Screenshot of Google Ads guide form inquiry builder showing guide scoring options for qualifying assistance types alongside multiple answer sectors and character limits."

To discover this setting, go to Assets > Lead Form > Create Lead Form > Custom Questions, create a question, and add answer options.

Forum conversation at LinkedIn.

26% of Americans say influencers have swayed their vote. Political campaigns are racing to win them over.

support@mycoding.id (Dan Whateley) — Fri, 16 Oct 2026 12:30:01 +0700

YouTuber Jake Paul joined President Trump for an Ohio rally onward of the midterm elections. Aaron Schwartz/Stringer/Getty; BI

Content creators are influencing much additional than our coffee orders and skincare routines.

About one in four Americans (26%) say influencer satisfied has affected who they've voted for, according to a study of about 2,000 US adults conducted by Morning Consult in September, shared exclusively alongside Business Insider.

Creator satisfied is an "underestimated avenue" for governmental campaigns, stated Nicole Dunger, a founding partner at the promotion resolute People First, which plant alongside candidates and assistance groups on their creator strategies. "It is a genuine participant and a big participant in this area now."

If 2024 was the podcast election, 2026 is shaping up to be the influencer one. Instagram and TikTok creators have joined Fox News hosts and personalities akin Joe Rogan as go-to sources of data for voters.

Influencers akin Jake Paul and Hasan Piker have emerged as chief characters in government this year.

Paul lately joined President Donald Trump in Ohio for a midterm rally, posting TikTok clips of his Air Force One flight. Piker, meanwhile, has rotate into a run partner for progressives akin Michigan's Abdul El-Sayed and a negative talking item for Fox News commentators.

As online notice has rotate into a key asset in politics, influencers are assisting candidates interrupt through the noise.

A small complete fractional of US adults (56%) told Morning Consult that creator satisfied had affected their views on governmental or social issues to several degree. That fig jumped among Gen Z respondents, anywhere near to three in four respondents stated their views had been swayed by influencer posts.

For campaigns, the difficulty is identifying the correct creators to activity with, particularly whenever many influencers don't regularly conversation concerning politics.

"You have to have your basis of people, your center supporters, and afterward you have to have a broader traditional area of group who don't continually conversation concerning politics," stated Parker Butler, a managing partner at the digital scheme resolute Luminary Strategies, which plant on social scheme alongside Democratic candidates akin James Talarico. "It's value having distinct pockets of creators for distinct purposes."

Reaching creators alongside smaller followings than Piker (about 3 myriad Twitch followers), or Paul (around 21 myriad YouTube subscribers) is a concentration in 2026, Butler said.

He stated the goal is to change the creator outreach scheme from "this individual has a myriad followers" to identifying influencers who activity in a particular niche a run is trying to reach.

Political chatter is moving from TV to YouTube

More and more, governmental discussions are playing out on digital platforms, whether that's podcasts, YouTube videos, or Twitch streams.

YouTube was the top origin for governmental and ballot news among US adults in September, narrowly beating out TV, print, and X (formerly Twitter), according to a study from Syracuse University.

About one in five Democrats and Republicans stated podcast appearances could create them "more apt to assistance a candidate," according to a July through August study of apt midterm voters from the podcast industry collection Sounds Profitable. A smaller portion of Independents (11%) stated podcasts could create them additional apt to rear a candidate.

While campaigns see notice moving online, they're motionless spending the bulk of their ad budgets on TV.

Part of that may be since they're acquainted to buying TV spots. They're additionally reckoning alongside the fact that influencer promotion is harder to foretell and measure, particularly as social-media feeds rotate into additional personalized and algorithmically driven.

"It can be extremely challenging, but you see the results in the end," Dunger said. "It's the identical alongside entrance knocking. We cognize entrance knocking somehow plant and has worked for so long, but it's not akin we have those straightforward measurements."

Bing Search Testing Popular Links On Snippets

support@mycoding.id (Barry@Rustybrick.com (Barry Schwartz)) — Fri, 16 Oct 2026 12:21:00 +0700

Microsoft is evaluation adding the tag "Popular Links" to the Bing hunt results sitelinks. This reminds me of the Google top pages test and variations of that.

This test was spotted by Khushal Bherwani who posted the following screenshot on X:

Here is his post:

🆕 Bing is evaluation “Popular Links” inside sponsored ads. We’ve earlier seen a akin test alongside Google Ads showing “Top Pages” links.
Google narrative Coverver by @rustybrick current - https://t.co/hDuePhfAzM https://t.co/tymxAoto3V
— Khushal Bherwani (@b4k_khushal) October 14, 2026

Forum conversation at X.

AI's need for data could breathe new life into a once-buzzy corner of Wall Street

support@mycoding.id (Dan Defrancesco) — Fri, 16 Oct 2026 12:18:06 +0700

Personal AI agents akin Instinct are taking complete the tech world. Dado Ruvic/REUTERS

The forthcoming of AI power depend on getting your Slack DMs.

It's not just your DMs, to be clear. It's inner memos, transaction records, contracts, and equal that onboarding guide you likely didn't peruse whenever you started your job.

Basically, if it's work-related and has been documented, AI companies are interested. The rationale is straightforward: If AI tools are going to automate work, they need a profound understanding of what the activity is.

BI did a profound dive on AI companies' competition to scoop up as much data as imaginable in its sequence "The AI Data Grab."

BI's Charles Rollet, Tom Carter, and Stephen Council archetypal unpacked the untamed market that's sprung up for this data. Things move quickly, including "exploding offers."

Others are figuring out how to leverage their databases. Law firms, which frequently have detailed archives, are a awesome example. BI's Melia Robinson has additional on that.

And sometimes it's concerning really creating the data yourself. That's the case in robotics, writes BI's Rya Jetha. Companies are shelling out big to have group record mundane tasks akin cooking and cleaning.

AI's data shove could renew involvement in a area that's already navigated an info-hungry industry.

Alternative data, unstructured datasets specified as moon imagery and cardstock transactions, became a hot commodity on Wall Street in the mid-2010s.

These non-traditional datasets are expected to provision investors an edge. Want to cognize if Home Depot volition attack earnings estimates? Analyze moon images of its parking many to see whether ft traffic is rising or declining.

When I covered the area closely alongside my coworker Bradley Saacks, the data providers frequently highlighted that the genuine market chance was selling into big corporates.

Hedge finances power be rich, but there are lone so many of them to go around. The market additionally has a ceiling. If too many group are selling off the identical datasets, you endure your possible edge.

AI's data needs can inhabit the gap alt-data providers hoped corporates would. And dissimilar hedge finances curious in real-time, market-relevant data, these firms advantage from a wider, deeper catalog.

Some players already see an opportunity. When erstwhile Point72 data wizard Kirk McKeown launched a data startup final year, he told Bradley it aimed to bundle data in an effortlessly accessible way for AI models to scoop up.

It's promising, but there are no guarantees. Alt data faced genuine expanding pains as providers struggled to measure their offerings during maintaining data quality. AI companies' needs power differ, but their expectations won't be any easier. And in several cases, prosperity managers power discover the most helpful data in their own backyard.

In the meantime, follow Bradley here for additional safety on how alt-data providers are navigating the AI era. And keep an eye out for a hedge-fund-focused newsletter from him afterward this year.

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Understanding the measure of the problem

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1. Find out what you’re blocking and create it easier for “good bots” to consume your site

2. Make certain that your location construction is laid out fine for agents, and not fair fine styled

3. Map your client journey and create certain the actions agents need to obtain are fine articulated

4. Revamp your analytics stack

Conclusion

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Step 4: Build a shared messaging guide.

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