AI agents from Meta and OpenAI made nearly 90% of the delegate requests reaching sites and apps protected by HUMAN Security in October, according to the company’s monthly State of Agentic Traffic report. Meta’s Muse accounted for 59% on its own.

In October, total delegate requests were about 8 times greater than in August and approximately 2.6 times greater than September’s. This study includes delegate requests on HUMAN-protected sites and apps but does not contain all net traffic; all petition represents an act by the agent, specified as a leaf burden or a search.

The bulk of these requests accessed merchandise and hunt content. There was a extremely small part that reached the checkout area.

Meta And OpenAI Agents Made Most Of The Requests

Muse’s portion of delegate requests rosy 19 percent points from September, and the figure of requests it sent nearly quadrupled. The study says Muse now sends 3.7 times as many requests as ChatGPT Agent, the next-largest agent. Meta launched Muse on Sept. 8.

OpenAI accounted for concerning 30% of total requests alongside three of the top 10 agents. ChatGPT Agent had 28.5% of requests in September, but notwithstanding sending 44% additional requests, its portion dropped to 15.9% as Muse grew faster, according to the report. The Codex Browser use risen from 7.7% to 8.8% and the Codex Chrome expansion went up from 3.3% to 5.2%.

The Claude Chrome expansion had a 50% autumn in share, going from 7% to 3.5%, although it had a 30% addition in figure of requests. Google’s newly released Gemini delegate (launched Oct. 8, per HUMAN) came in at No. 8 alongside 0.8%. xAI’s Grok Agent was new to the top 10 at No. 9 alongside 0.7%.

Standalone Agent Browsers Lost Share

Genspark’s browser-based delegate dropped off the top 10 catalog entirely; Perplexity’s Comet delegate accounted for 41% of all delegate requests in August but this fig declined to lone 9.4% in September and afterward additional to lone 3.6% by October. Comet was additionally the lone top-10 delegate that informed a drop-off in petition quantity during October, alongside a decrease of about 30% since August. In addition, OpenAI discontinued its standalone ChatGPT Atlas browser in August.

The study attributes this downward trend to users selecting an delegate according to either their familiarity alongside the phase or having used another merchandise offered by the identical company.

Most Requests Went To Product And Search Pages

In October, 85% of all delegate requests in the study were directed toward merchandise and hunt pages. This represents an addition complete the former month’s percent whenever specified requests totaled 81%. During the identical period, requests made to checkout and fee pages decreased from 2.4% of the total to 1.9%.

According to the report, agents “still browse far additional than they buy” but the figure of requests making their way to checkout has been expanding at a fast pace. The report’s leaf categorizations portray anywhere a petition ended up fairly than what act was being taken, so a petition arriving on a checkout leaf does not signify an command had been placed.

Ecommerce websites generated a stable portion of about 60% of delegate requests during this period, and journey was the second highest category, according to the report. Media generated the third largest part among all categories tracked, marking the archetypal period in this sequence that journey websites have outperformed media.

Identifying Muse

HUMAN uses a blend of behavioral data alongside alongside user-agent strings and, whenever available, publisher-level integration to decide what is delegate generated, and it excludes crawler activity. The study says AgenticTrust has identified and verified Muse using HUMAN’s own proprietary investigation and digital signature validation. The study does not provision additional breakdown on the percent of Muse detected through all method.

In Meta’s engineering article on Muse, the business says Muse’s browsing “will appear as your activity” to the sites it visits.

Muse transferred its Web Bot Auth signatures from Meta’s key directory (meta.com) to its own (muse.ai) between Nov. 7 and Nov. 9, according to DataDome’s reporting on Nov. 11. Web Bot Auth allows agents to acknowledge themselves by signing the petition they are sending to a site, allowing the receiving location to verify the character of who is making the request. At the period of my assessment on Nov. 13, the muse.ai key directory was active.

As of Nov. 10, fractional of Muse’s requests on DataDome’s network were being made without being signed, so there would be no signature to verify the origin of the request. According to DataDome, sites that verify signatures and lone obtain those according to meta.com volition now see Muse’s requests as having no verification. Both DataDome and HUMAN market bot and delegate acknowledgment services.

Why This Matters

For ecommerce and journey teams, HUMAN’s October study narrows downward whose agents are sending most delegate requests. In HUMAN’s data, two companies’ agents document for nearly nine in ten.

As Slobodan Manic wrote for SEJ in October, an delegate akin Muse gives robots.txt no name to match, so the decision concerning letting it in moves to bot protection. A bot regulation that verifies signatures now needs Muse’s muse.ai directory, and in DataDome’s Nov. 10 count, concerning fractional of Muse’s requests carried no signature to check.

HUMAN’s study additionally says analytics tools on most sites can’t inform AI agents from individual visitors. Muse and OpenAI’s three agents create a abbreviated catalog to lift alongside whoever runs bot safety before Black Friday.

Looking Ahead

The item to observe is whether additional of Muse’s requests commencement arriving signed. HUMAN says next month’s study volition display how agents behaved complete Black Friday and Cyber Monday.

Featured Image: jackpress/Shutterstock

This narrative is according to an discussion alongside Vanessa Santos, 43, a endeavor adviser for female founders from Phoenix. It has been edited for dimension and clarity.

I got a communication on the app that my 1:45 pm Southwest Airlines escape from Phoenix was slightly delayed, giving me a chance to dash to Starbucks.

The postpone was longer than expected. Then, as we eventually boarded the plane, I overheard the entrance delegate telling another employee item concerning a ground stop.

We were told to deplane

A man sitting throughout from me looked alarmed. "This hasn't happened since 9/11," he said.

We sat at the entrance for 45 minutes, afterward were told to deplane. The announcer stated the Federal Aviation Administration (FAA) had restricted all US flights.

Nobody was complaining, and the general attitude was that there was nothing we could do concerning it. However, complete time, group began to panic, asking whether they should rebook.

They were trying to open the app, but it wasn't working. Next, person stated it was the result of a cyberattack. The energy changed, and I decided I didn't desire to remain there anymore.

I was because of conversation at my companion Alexis's endeavor gathering the next morning, and I couldn't think of item worse than letting her down.

It had been months in the making, and she was relying on me.

No rental cars were available

Then I remembered another friend, Marisol, in the city who'd told me she was driving to Vegas. I texted her on the off-chance she hadn't set off. If she had, I would have rented a car.

Fortunately, she was motionless at home. She stated she had area in her Kia SUV for one additional person: me. I was so relieved, particularly following I discovered that no rental cars were available.

And so began my impromptu road trip. Marisol's husband, Francisco, drove alongside her up front. Marisol's friend, Jess, and I sat in the back.

I called myself a passenger princess since I felt so spoiled. We stopped at Buc-ee's to choice up snacks and In-N-Out for flesh patties.

We sang alongside to a '90s hip-hop playlist — millennial throwbacks —and had awesome chats. I would never have informed that on the plane.

It took six hours

The journey was a chill adventure from commencement to finish. It rained hard, so we had to drag complete multiple times. It didn't matter. I was getting to Las Vegas against the odds.

All in all, it took seven hours, including breaks, to run 300 miles to our destination. I was enthusiastic to be moderating my panel following all.

It was Friday the 13th, and unlucky for another travelers stranded at the airport. I felt bad for them. For me, however, it was a beautiful notable day.

Blog / IPv4 economics

12 November 2026 · Guide · By Mohammad AlSaraf

Our cheapest scheme expenses $1.00 a month. That's small than the rent on a sole IPv4 location at many providers. So how does it work? The abbreviated answer: you don't get an IPv4 location of your own. You portion one, and current are the numbers rearward that.

IPv4 addresses are scarce, and they disbursal money

There are lone concerning 4.3 milliard IPv4 addresses, and the liberated pools ran out years ago. Today they are bought, sold and rented akin property:

• Buying: agent reports put the average 2026 cost at about $20 per address, downward from a highest of approximately $45 to $60 in 2021 and 2022 (IPv4Center, IPXO).
• Renting: leases run at approximately $0.35 to $0.60 per location per month on the wholesale market.
• At a hosting provider: the retailing cost is far higher. Our own provider, Contabo, charges €3.50 a month for one additional IPv4 location on a VPS (Contabo help).

These figures arrive mostly from brokers and change by origin and obstacle size, so treat them as a range, not an exact price. The item stands either way: if all $1 server came alongside its own IPv4 location at retailing prices, the location solitary would disbursal multiple times the entire plan.

Each of our hosts has one community IPv4 address. Every server on that presenter gets its own obstacle of ports on it: 5 on the liberated trial, 10 on Nano, 20 on Box and Box CPU, 30 on Box Plus. The archetypal harbor goes to SSH, the remainder go direct to the identical harbor numbers inner your server. On 9 November 2026 our three addresses carried 56, 31 and 14 client servers.

So the disbursal of one location is divided dozens of ways. Even at Contabo's retailing €3.50, that's fine under 10 cents a duration per server on our busiest host. That is most of the trick rearward a $1 plan.

Ports 80 and 443 can't be divided into blocks, since all website needs them. So we portion those by domain name: you nexus your domain in the client area, and our proxy sends all visitant to the correct server without decrypting item (we load-tested it).

What you provision up

• Standard harbor numbers complete IPv4. Your SSH is on a harbor akin 10050, not 22, and a equivalent server or VPN runs on one of your own harbor numbers. Most application is blessed alongside that. A few things, akin several equivalent clients alongside a fixed port, are not.
• Only your ports. Over IPv4, lone the ports in your obstacle attain your server, affirmative 80 and 443 for connected domains.
• No outgoing communication ports. Ports 25, 465 and 587 are blocked for everyone, since one spammer would get the shared location blocklisted for all.
• A shared reputation. If person abuses the address, everyone on it could suffer. That's why we obtain abuse earnestly (how we grip abuse reports).

IPv6 doesn't have the problem

IPv6 has so many addresses that nobody needs to share. Every natbox server, including the liberated trial, gets its own routed /80: 2⁴⁸ addresses, all harbor open, harbor 22 and 443 included, no proxy in between (how it works). As additional of the net speaks IPv6, the shared IPv4 location matters small and less.

Who a NAT VPS is for

If you need a complete IPv4 location alongside all port, a NAT VPS isn't the correct tool, and that's fine. If you desire a genuine Linux server for a bot, a small website, a VPN, a monitoring tool or for learning, sharing an IPv4 location is what lets it disbursal small than a coffee. See the plans.

Get new tutorials in Telegram. Follow @natboxio: all new post, affirmative abbreviated server tips.

More from the blog: We made disk writes on natbox complete 100 times faster. Here's the trade-off, Restarting for a kernel update: what happened, infinitesimal by minute, Why one new server took two minutes, and how we made setup faster. RSS feed.

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Who we are

Small print

Key Takeaways

• Your competitors are putting AI agents to work. Discover why you’re not too delayed to capture up.
• Find the recurring jobs that could be draining your time, from promotion and reporting to video and scripts.
• Avoid the error that can rotate an AI delegate into another job you have to manage.

Your competitors may not have hired another employee. They may have built one.

Entrepreneurs are creating tradition AI agents to assistance alongside marketing, video editing, reporting and scriptwriting during they concentration on operating their businesses. If you’re motionless figuring out what an AI delegate equal does, that can awareness intimidating. The fine news: It’s not too delayed to learn. In this video, I interrupt downward anywhere to start, what separates an delegate from another chatbot and why your archetypal project matters additional than you power think.

The change is already underway. In a 2026 G2 study of 1,019 B2B decision-makers, 66% stated their organizations had AI agents operating in constricted or scaled production. That’s a study of endeavor application decision-makers, not a measure of all small business. But it’s a sign that agents are moving beyond experiments and into genuine workflows.

The inquiry for entrepreneurs is anywhere they fit into yours.

Think concerning everything that happens between an idea and a result. A promotion run needs research, a script, content, editing, allocation and a assessment of what worked. A study needs data gathered and checked before you can create a decision. Each project power appear manageable on its own, but together they can consume the period you wanted to expend expanding the business.

AI agents could assistance obtain on parts of that work. But giving an delegate a job doesn’t automatically average it volition do the correct job, comprehend your standards or cognize whenever to ask for your input. That’s anywhere the chance and the hazard meet.

If you’ve seen my before video on ChatGPT’s dots and seven ways entrepreneurs can use them, you’ve already seen how accessible these tools are becoming. The next inquiry is how to rotate that admission into helpful assistance for your business.

In this video, I portion an example from my own activity and examine how to acknowledge a worthwhile archetypal job for an agent, without trying to automate your complete endeavor at once. You’ll additionally see why moving too quickly can create a new bottleneck alternatively of removing one.

You don’t have to expert all AI tool today. But as your competitors study to build teams that can assistance them move faster, the activity you choose to hand off archetypal could create all the difference.

The free AI Success Kit, accessible to download for a constricted time, comes alongside a liberated division from my new book, The Wolf is at The Door – How to Survive and Thrive in an AI-Driven World.

Key Takeaways

• Your competitors are putting AI agents to work. Discover why you’re not too delayed to capture up.
• Find the recurring jobs that could be draining your time, from promotion and reporting to video and scripts.
• Avoid the error that can rotate an AI delegate into another job you have to manage.

Your competitors may not have hired another employee. They may have built one.

Entrepreneurs are creating tradition AI agents to assistance alongside marketing, video editing, reporting and scriptwriting during they concentration on operating their businesses. If you’re motionless figuring out what an AI delegate equal does, that can awareness intimidating. The fine news: It’s not too delayed to learn. In this video, I interrupt downward anywhere to start, what separates an delegate from another chatbot and why your archetypal project matters additional than you power think.

The Department of Transportation says it wants $50 milliard to substitute aging innovation that led to Friday's dirt stop.

In a media gathering on Friday evening, Homeland Security Secretary Markwayne Mullin and Transportation Secretary Sean Duffy stated that the US has "old switches, old routers" that became overloaded alongside data and failed, disrupting communications at multiple air-route traffic-control centers.

"We should conversation to our senators and our members of Congress to say 'we don't deserve this, America,'" Duffy said. "This is the top nation — by the way, alongside the top chairman — let's provision the prosperity to fix this extremely genuine problem."

"How many times does this have to happen before Congress gives the prosperity to fix it?" Duffy added.

During the media conference, Duffy often stated the administration needs $50 milliard to substitute the hardware and application that has been about since the 1980s. He added that the scheme can no longer grip the quantity of data moving through it.

"We need one complete system. We need person to arrive in and build the entire system. Doing it — nickel-and-diming it together — does not work. This is what happens whenever that takes place," Mullin said.

On Friday, the Federal Aviation Administration halted departures throughout the US as a safety precaution, during airplane already in the air continued toward their destinations or were diverted as needed.

The dirt halt was lifted about 8:15 pm ET on Friday, but the disruption remaining airlines scrambling to reposition planes and crews. Roughly 10,000 flights were delayed and nearly 5,000 canceled, according to Business Insider's count.

The officials stated they have seen no evidence that the nonaccomplishment was caused by a cyberattack or scheme failures connected to synthetic intelligence, but added that they are motionless examining the exact logic of the outage.

With a troubling decrease in the population, researchers notify of a tipping item for the extremely social animals

US airlines are canceling thousands of flights following a rare air traffic authority outage affecting the US.

As of 7:45 pm Eastern period on Friday, FlightAware data showed that nearly 5,000 flights to, within, and from the US had been canceled since the Federal Aviation Administration issued a nationwide dirt halt — definition no flights could depart — about 3:45 p.m.

The halt was lifted about 8:30 p.m., but following so many cancelations, escape anarchy is nearly guaranteed.

If you're wondering what your options are as the terminals heap up alongside group frantically trying to get a inn or food voucher — don't depend on your transporter to assistance out.

According to the Department of Transportation, certain delays and cancellations caused by, for example, an ATC outage, are considered "uncontrollable" disruptions.

That method airlines are not required to provision freebies specified as inn stays or food vouchers. Don't confuse the rules alongside the DoT client assistance dashboard, which shows passenger compensation for flights disrupted by controllable factors, specified as care or squad scheduling. Pilots or escape attendants timing out because of the outage would not autumn under squad scheduling.

Airlines may recommendation goodwill vouchers to assistance out affected customers, but don't financial institution on it. Customers who publish their own inn or another transportation, specified as a rental car or train, may be capable to get eligible expenses reimbursed by their credit card.

Here's what to do if your escape is disrupted.

1. Know your entitlements as an transporter passenger in the US

According to the Department of Transportation, there is no law requiring US airlines to compensate passengers for disruptions caused by uncontrollable events, specified as weather. That additionally includes air traffic authority delays.

The lone regulation carriers must prosecute is to refund customers for cancellations, equal in cases of uncontrollable events. And that does not average journey credits or vouchers — it must be cash, and includes any add-ons, specified as bags or seats.

If you choose to journey but your escape is delayed or canceled, ask the transporter for the logic — ideally in penning — so you cognize what you're entitled to. Airlines have distinct policies for disruptions they control, akin squad or care issues.

The DoT's Airline Customer Service Dashboard — launched in 2022 — shows what the 10 largest US airlines commitment in those cases, including rebookings, meal vouchers, and inn accommodations.

2. Monitor your airline's app for rebooking options

When a escape postpone or cancellation is announced, anticipate group to flock to the nearest client assistance row for assistance, and for the phone lines to clog.

Wait times can be painfully long, and the finest alternatives volition apt go quickly. However, several airlines recommendation the choice to rebook on their website or mobile app and waive any fees, making it sometimes easier to create changes online than in person.

If all accessible options are exhausted, have a scheme B, specified as waiting to conversation alongside a live agent, contacting the transporter through social media, or booking a inn for the night.

Direct messaging on Facebook or Twitter can really assist as a virtual placeholder, and you may comprehend rear via conversation before speaking to a live agent.

Here are the phone numbers for all airline:

• Alaska: 1-800-252-7522 or content 82008
• Allegiant: 1-702-505-8888
• American: 1-800-433-7300
• Avelo: 1-346-616-9500
• Breeze: No phone figure to call, but you can content the transporter at 501-273-3931. If you call this number, it'll inform you distinct ways to communication Breeze, akin via email or Facebook Messenger.
• Delta: 1-800-221-1212
• Frontier: No phone number. The finest way to communication Frontier is via online conversation or email.
• JetBlue: 1-800-538-2583
• Southwest: 1-800-435-9792
• Spirit: 1-855-728-3555
• Sun Country: 1-651-905-2737
• United: 1-800-864-8331

3. Ask for a inn or meal voucher

For controllable delays or cancellations that outcome in a client waiting at smallest three hours for a new escape or requiring an overnight stay, multiple airlines volition recommendation meal or inn vouchers. 

Carriers offering the two are Alaska Airlines, Allegiant Air, American Airlines, Delta Air Lines, Hawaiian Airlines, JetBlue Airways, Southwest Airlines, Spirit Airlines, and United Airlines, per the DoT dashboard.

Frontier Airlines is the lone transporter that does not recommendation accommodations in the event of an overnight postpone or cancellation, but it volition provision a meal voucher.

For US airlines not listed on the dashboard, or in cases anywhere the disruption is uncontrollable (like since of a winter storm), or if the compensation is unclear, merely ask.

It never hurts to petition a meal or inn during escape disruptions, and you power get fortunate alongside a goodwill motion from the carrier.

4. Check if your credit cardstock business offers journey insurance

Several important banks recommendation credit cards alongside journey insurance, specified as Chase's Sapphire Reserve and American Express' Platinum Card. Both recommendation trip protection, definition customers who purchased their flights alongside those cards can reap the benefits.

For example, during a important storm system, it's apt many passengers volition end up stranded in random cities throughout the US.

However, banks alongside journey coverage included can reimburse cardholders for unexpected expenses exterior their control, including hotel, meal, and transport costs. 

Travel coverage does not use in all circumstances, akin abbreviated delays, so be certain to inspect your guideline before making a assertion — but it additionally doesn't hurt to create the assertion anyway, equal if the answer is no.

5. Know whenever to stroll away

Delays and cancellations are inevitable. Don't expend all day sitting about waiting — provision yourself a cut-off time. Once that instant passes, regard substitute method of getting to your destination, specified as driving or taking a bus or train (which may additionally be covered by journey insurance).

If you are stuck in another city and have no another choice but to remain in a inn or delay at the airport, decide how you desire to expend your period and create a plan.

Editor's note: This part was initially published in 2023 and most lately updated in November 2026.

Your plans to observe university football this weekend could be derailed following a nationwide dirt stop remaining several teams in limbo.

College football teams throughout the nation that were preparedness to journey Friday for their weekend games were halted following the Federal Aviation Administration issued the dirt halt delayed in the afternoon.

US Transportation Secretary Sean Duffy stated there had been a "communication issue" impacting air traffic authority centers. The dirt halt was lifted at about 8:30 pm Eastern time.

Prior to the dirt halt being lifted, multiple teams confirmed to Business Insider that they were restricted and motionless unsure of their journey plans, including the University of Texas and the University of Utah.

The Southeastern Conference stated it was monitoring the circumstance and coordinating alongside teams to decide whether agenda changes are needed.

"The Southeastern Conference is conscious of the FAA's nationwide dirt halt and the possible effect on squad journey for this weekend's competitions," the association stated in a statement. "We are in near communication alongside our associate institutions to measure possible disruptions and coordinate suitable responses."

The Big 12 gathering stated in a declaration that it was additionally considering changes to Saturday's equivalent schedule.

"The Conference volition continue to detect the journey disruptions alongside its associate institutions and provision updates for Saturday's games," the association said.

The Texas Longhorns, who were set to journey from Austin to Baton Rouge for their Saturday equivalent against Louisiana State, deplaned following the dirt halt and headed rear to campus.

A spokesman for the squad confirmed to Business Insider that the aircraft was restricted and that the squad was waiting to see whenever it could leave.

The Utah Utes, which were expected to perform Arizona on Saturday, were restricted in Salt Lake City and returned to their football facility, a spokesman said.

Kansas State was restricted and unable to obtain off Friday evening, a spokesman said. The squad is scheduled to perform Texas Christian University on Saturday morning.

Baylor, which is set to perform Brigham Young on Saturday, was additionally grounded, a squad delegate said.

Some teams have already made another plans. A spokesman for Purdue University confirmed the squad was traveling to Iowa City via bus Friday evening following its aircraft had been restricted earlier. The squad is scheduled to perform the Hawkeyes Saturday evening.

College football teams weren't the lone athletes remaining in limbo. College basketball, as fine as NHL, NBA, and NFL games, could additionally be impacted.

The University of Southern California stated its women's basketball squad was restricted in Los Angeles following the dirt stop. The squad is scheduled to perform the University of South Carolina on Sunday morning.

Riley Alexis Holmes arrived at New York's Kennedy Airport on Friday evening alongside a ticket to Oregon, anywhere she has plans to see her brother's decision night in the musical "Trolls Junior."

First, she got term that her 6 pm escape was delayed nearly two hours. Then came the news that it was canceled.

"I called my mom and cried, and I'm fair akin sitting current waiting for information," Holmes, 24, told Business Insider as a nationwide dirt stop dragged on into the night, delaying or canceling thousands of flights and stranding thousands upon thousands of passengers throughout the country.

That included Juliana Melo, 30, from Sao Paolo, Brazil, who was heading residence to her 1-year-old female following a week's holiday in New York City.

"She's waiting for us in Brazil alongside my mother and the babysitter. So we are extremely nervous," Melo stated at JFK, anywhere chap passengers crowded gates and sat on the flat alongside concerned faces.

She stated the transporter had not yet contacted them to reschedule, so Melo and her hubby were waiting at Terminal 4 for any updates.

Officials say the FAA restricted flights out of an "abundance of caution" following a telecommunications issue, but has not yet stated what caused it. It's additionally unclear how lengthy it volition be before air traffic returns to normal.

Lennard Meijer, 49, traveled from Amsterdam to New York for a one-week endeavor trip and was expected to come back to Amsterdam on Thursday night. Due to climate conditions, his escape was delayed and afterward canceled. He was rebooked and afterward canceled for a second time, losing admission to his checked bag in the process.

After waiting for an hr and a fractional in line, he got his bag back, and was eventually capable to get a place on a Delta escape scheduled to depart at 10:35 pm Friday. He's fearful to inspect his bag again.

"I'm fractional waiting for news, fractional deciding to obtain several essential material out of here. So if I have another cancellation tonight, whenever I go rear to the city and discover another inn final minute, I'll at smallest have several clothes," he said.

Meijer stated he's clinging to anticipation his escape power obtain off. "It's fair a small exhausted being at JFK, and I can't delay to go home," he said.

Kieran Cullen, 27, had been traveling for complete 24 hours following his abroad deployment ended. He was headed residence to Jacksonville, Florida, stopping at JFK for a layover.

"We were lone expecting to be current for concerning five hours," he said.

Then he stated he started receiving content messages. The escape was delayed for 15 minutes. Then again for another 15 minutes. Hours later, he said, he eventually got term his escape was canceled.

"So far, not a ton of information, another than fair live speaker announcements discussing the centers having rotating blackouts on frequencies, but nothing specific," he said. "It's complete 24 hours of travel, so it's certainly a bummer."

Cullen and his collection scheme to remain in New Jersey for the night and anticipation to get a escape residence for Sunday.

Holmes stated Delta told her that if she does not reschedule her escape to Oregon in the next 24 hours, she can get a complete refund. If she decides to reschedule the flight, she volition not get her prosperity back. She was waiting to see if she could get on a escape that would authorize her to see her brother's final performance.

"My archetypal first reply was I was extremely sad, but afterward I was really grateful that I'm OK and that everyone hopefully is OK," she said.

Published November 13, 2026 7:17 PM EST

Airports in Canada are preparing for an influx of escape traffic and stranded passengers as the air traffic authority outage in the US drags on.

Toronto Pearson International Airport said on X about 5 pm ET on Friday that there were no scheduled flights to and from the US at the time. At 7 pm ET, the airfield posted an update that global and family flights that don't necessitate flying through US airspace are motionless operating.

But Toronto Pearson is motionless expecting a figure of planes to be held at the airport, and volition need personnel and area to oversee it all.

"We are expanding staffing throughout the airfield to assistance affected passengers," the airfield said. "Our assistance teams are being deployed throughout the terminals, alongside additional resources accessible in the U.S. departures area. We are additionally operating closely alongside airlines and have implemented a parking scheme for aircraft."

Other airports, including Montreal, Calgary, and Vancouver, are additionally implementing traffic administration systems, NAV CANADA, a privately run nonprofit company that owns and operates Canada's civic air traffic system, said Friday night on X.

It added that its systems are "operating normally" and that it issued programs to "safely oversee traffic volumes."

"Travellers should anticipate delays and inspect alongside their airline," it stated on X.

Mark Stephens, a former Delta Air Lines pilot, told Business Insider that the airports are apt preparing for US-bound global flights that need to divert.

He added that the planes on the dirt at the airports volition come back to their gates, definition traffic administration volition be imperative to grip the possible addition in volume.

As of 6:20 pm Eastern time, additional than 2,700 flights have been canceled within, to, or out of the US, according to FlightAware.com. Another 10,500 have been delayed.

Cirium, an aviation analytics company, stated at smallest 600 flights have been diverted so far on Friday, alongside airports akin Denver, Chicago, Los Angeles, and Cleveland taking on additional flights.

Google created a leaf on Search Central which lists the HTTP Referer values that are passed on whenever a person clicks to get to another website using Google Search. The leaf is listed as new in Google’s update log, added to document “how location owners can acknowledge and track traffic from Google Search” inside their analytics.

The identical HTTP Referer values are additionally passed on by Discover and Google Images, the leaf says. That method a google.com referrer shows that Google sent someone, without showing whether they came from Search, Discover or Images.

What The Page Lists

Google Search is using the base referrer policy, so all that appears in the header is the scheme and presenter of the referring page. In another words, no data concerning the way of the page, the query parameters and the genuine hunt query is sent; instead, Google’s leaf points to Search Console’s Performance study for queries.

Google Search on the web sends either https://www.google.com/ or one of a figure of local Google domains, specified as https://www.google.co.uk/. Similarly, the Google app on iOS sends this. The Google app on Android sends either of these options or android-app://com.google.android.googlequicksearchbox/https/www.google.com if the app opens the nexus in a browser tab.

According to the webpage, Discover traffic carries the values of whichever exterior it was viewed on, “such as the Google app or Google Search on the web,” and another services accessible through Google from the identical origins, for case Google Images, dispatch them too.

In February 2021, Google began moving Discover traffic for Chrome to be sent via the google.com base referrer alternatively of a googleapis.com referrer so that it would equivalent Discover inside the Google app.

Why Counts Differ From Search Console

Visits from Google Search can arrive to your website without a referrer. The leaf explains how browsers or functioning systems power eliminate that header for privacy reasons whenever person is using personal mode, beginning in a new tab (depending on the browser), or switching from a mobile hunt widget to an external browser.

When traffic carrying Google’s referrer values shows up in your analytics software, it is mostly referred to as integrated traffic coming from Google Search, according to the page. However, whenever you discover it classified as Referral or Direct traffic, it could average that your tradition channels, referral exclusions, or filters have reclassified the traffic.

You should figure lone the requests to your landing pages and not contain requests for images, CSS and JavaScript records in your counts of Google Search referrals; these requests transport the URL of your landing leaf as their referrer.

When you use client-side redirects on your site, your redirects may be replacing the referrer alongside your site’s URL. When you do a redirect that drops the query string, it volition obtain distant parameters akin gclid, which the leaf describes as commonly used in ad tagging. A redirect alongside a stricter Referrer-Policy header could eliminate the referrer altogether.

Google Search Console shows a click all period person has selected a link, but analytics tools volition display a sojourn lone following the leaf has loaded and executed the tracking script, which ad blockers, consent choices and privacy settings can block. Google Search Console lone tracks integrated clicks, whereas analytics totals may or may not contain Google Ads traffic depending on how the website was set up.

Why This Matters

You can distinct Discover clicks from Search clicks by using the Discover study in Google’s Search Console and not referrer data.

The final update for this leaf was made on Nov. 12; it does not shield AI Mode or AI Overviews. The norm Performance study in Search Console counts clicks in the two categories. As I reported on Nov. 2, it does not have a hunt appearance category that separates those clicks.

If your paid landing pages are being redirected, create certain that the redirects are passing alongside the query string, since losing a gclid is another gap the leaf names.

Looking Ahead

Teams that keep their own catalog of Google referrer values now have Google’s type to difference against. As of Nov. 13, the leaf doesn’t citation the google.com/goto redirect links in results, which DataForSEO dates to delayed August and which I covered final week. Google’s records updates log is anywhere a revision to the leaf would display up.

Featured Image: Accogliente Design/Shutterstock. Source: Google.

What caused the nationwide aircraft chaos?

Microsoft and the business rearward the FAA's new AI-powered SMART scheme have item to say: It wasn't us.

On Friday afternoon, thousands of flights were delayed following the Federal Aviation Administration ordered all planes restricted nationwide since of communications issues.

In a media gathering exterior the White House on Friday evening, Department of Homeland Security administrator Markwayne Mullin stated authorities weren't ruling out any imaginable logic of the outage.

Some online speculated that the issue was connected to the SMART system, a tool from Air Space Intelligence that uses AI to detect air traffic and forestall delays. In September, POLITICO reported that transporter industry veterans were initially nervous concerning the new scheme since of the FAA's vague description.

The SMART scheme began rolling out to wider use this week.

But on Friday, ASI wrote in an X article that their scheme wasn't connected to the enormous FAA outage.

"The current dirt halt is not according to or a outcome of the SMART system, any merchandise of ASI or our integration alongside FAA and ATC.," the business said.

Microsoft had its own problems this week, as a worldwide outage knocked out services akin email for hours, snarling the workweek at important companies and inspiring memes from agency workers. Some wondered online if Microsoft was connected.

It quickly attempt those suspicions down.

"We have no sign that the FAA's nationwide dirt halt is connected to any Microsoft services," the business wrote on X.

The FAA outage is nearly unprecedented, alongside lone one another nationwide dirt halt since national aviation officials famously froze US airspace during the 9/11 extremist attacks.

As of 6:40 pm ET on Friday night, complete 3,220 flights into, within, or out of the US have been canceled, and approximately 10,200 were delayed, according to FlightAware.com.

Photos from airports throughout the nation showed crowds forming as passengers were taken off flights and planes lining up on the tarmac.

Amazon has plans to build a vault of data on all merchandise sold anyplace on the internet, equal products Amazon doesn’t sell, and create the data accessible through its own site, according to Reuters. The project, called the “World Product Graph,” is meant to create it small apt that shoppers depart Amazon to do their merchandise investigation on Reddit or Google, and create it additional apt shoppers end up at Amazon equal if they’re searching for a merchandise sold elsewhere. The identical goes for AI agents — if Amazon has the largest stockpile of buying data, AI agents may depend on its indicator of products complete others, so equal group buying alongside bots volition end up on its pages.

Links to exterior retailers’ products have already started popping up on Amazon through the “shop direct” characteristic it launched final year. The business additionally has its own AI buying assistant, Alexa for Shopping, earlier called Rufus. The World Product Graph project would additionally be aimed at fixing issues alongside the AI by providing it additional data. According to Reuters, an inner Amazon document on the project says “Many Rufus answers are factually incorrect or incomplete” and operating users’ Amazon searches alongside the AI is expensive. Adding additional data is reportedly expected to create the scheme additional exact and capable to use cheaper models.

Whether this really ships is motionless up in the air. The inner document reportedly says the project “depends on discovering how brands arrange their products on their own websites,” which could affect Amazon crawling another retailers’ sites. Reuters says it’s unclear “if or whenever this scheme may be implemented,” but stated the document on it included an October 1st, 2027 publish date.

Amazon stated in a declaration to Reuters that “Draft, outdated documents frequently coat an incomplete image and the beingness of a brainstorming document specified as this one doesn’t necessarily indicate our current plans.”

An adversarial multi-agent detection-engineering workflow — LangGraph · Pydantic · FastMCP · Claude

pip instal -r requirements.txt # or fair run --evals on stdlib alone # LIVE — any danger text; a genuine example authors it (needs GEMINI_API_KEY or ANTHROPIC_API_KEY) python src/run.py "CVE-2026-45659 SharePoint deserialization RCE" python src/run.py "T1218.011 rundll32 distant scriptlet implementation via mshtml" # CANNED — a fixture scenario, completely offline, no key (what the test suite drives) python src/run.py --threat fixtures/certutil_t1105.json # brittle→repair→proven python src/run.py --corpus nuclear # positives from REAL Atomic Red Team commands python src/run.py --max-rounds 3 # self-repair iteration cap (default 3) python src/run.py --evals # deterministic motor + evidence + workflow tests python src/run.py --approve alice # individual approves → gated deploy succeeds python src/run.py --claude "..." # power claude-opus-4-8 authoring (ANTHROPIC_API_KEY) python src/run.py --gemini "..." # power Gemini authoring (GEMINI_API_KEY)

The Review Chain — a second, distinct pipeline (--chain, and the default UI)

ingest ─▶ extract ─▶ telemetry ─▶ profile ─▶ Blue: DRAFT v1 ─▶ RED TEAM assessment (findings: anywhere is this evadable / blind) ─▶ Blue: REVISION v2 (each edit cites the finding id it answers) ─▶ SOC LEAD assessment (findings: volume, triage, severity, tuning) ─▶ Blue: FINAL v3 ─▶ package 

python src/run.py --chain "CVE-2026-48939 Joomla iCagenda arbitrary document upload RCE" python -m uvicorn webui.server:app --port 8000 # → http://127.0.0.1:8000 (chain UI) # → /classic for the evidence iteration above

A worked example — peruse the genuine output

The demo UI (webui/) — live authoring, observe the agents work

python -m uvicorn webui.server:app --port 8000 # → http://127.0.0.1:8000 ; category ANY threat, observe the iteration run python tools/warm_cache.py "the exact danger you'll demo" # optional — see below

Architecture — Blue vs. Red, a deterministic referee, and a self-repair loop

 ingest ─▶ extract ─▶ telemetry (Analyst normalizes; Telemetry fixes the test set) │ ▼ ┌──────────────── SELF-REPAIR LOOP (LangGraph conditional edges) ─────────────────┐ │ │ │ blue_author ─▶ measure ─▶ power division ─▶ red_propose ─▶ red_verify ─▶ verdict │ │ ▲ (FP/FN) (mutation (Red-Team (engine- (coverage) │ │ │ │ battery) proposes) verifies) │ │ │ │ └── un-evaluable regulation ─────────────────────────────┤ │ │ │ (engine refuses → broken, skip the round) │ │ │ └───────────────── repair: verdict ≠ real-coverage ◀────────────┘ │ │ │ │ └──────────────────────────── done: real-coverage OR circular == cap ──────┘ │ ▼ entrance ─▶ bundle [ blue/red/telemetry/analyst = LLM agents — PROPOSE ] [ evaluate·battery·red_verify·verdict·gate = deterministic referee — PROVE ] 

The canned circumstance tells the fact (a two-round convergence)

OSS integration (the ecosystem this plugs into)