David Ellison's Skydance fair shared its buyout recommendation for workforce who don't desire to return to an office five days a week.

Staffers throughout the company, which was cast by the merger of Paramount and Warner Bros. Discovery, were told on Monday that they'd shortly have to activity completely in person. The business didn't say if there were any exceptions to its new RTO mandate.

Eligible workforce who aren't consenting to activity in individual can opt to obtain a norm buyout bundle of two weeks of severance for all twelvemonth they've been at Paramount or WBD, two group acquainted alongside the recommendation told Business Insider.

Most eligible workforce volition obtain that offer, a individual acquainted alongside Skydance's recommendation said, although there could be exceptions on the timing or the amount received.

Staffers who've been offered severance must decide whether they're leaving the business by 11 pm ET on November 8, an HR email viewed by Business Insider said.

Paramount staffers assigned to an agency had been required to activity from an agency five days a week since before this year, during WBD workers had been working in an office at smallest three days a week.

"We acknowledge that as we bring our teams together, not everyone volition see their forthcoming here," Skydance's HR squad stated in an email to staffers.

Skydance's HR email stated this buyout "is a one-time offer" and told workforce that there are "no additional" offers planned.

Read the complete email Skydance's HR squad sent below:

As David and Ynon shared before today, we acknowledge that as we bring our teams together, not everyone volition see their forthcoming here. For some, it may be the in-office guideline or the gait of change. For others, it may alternatively indicate individual or expert goals. To provision workforce the choice to decide what is finest for them, we are offering a one-time Voluntary Buyout (VBO) Program to eligible employees.A VBO gives an eligible employee the chance to unpaid to depart the institution in come back for a separation package. You are receiving this email since you encounter the eligibility criteria and may choose whether to act in this program. We acknowledge this is an crucial individual decision. Please carefully regard the chance and notify us of your decision to obtain or decrease no afterward than 8:00 pm PT on November 8, 2026.Before you decide, delight keep the following in mind:

• Participation is entirely voluntary.
• This is a one-time offer; no additional BO programs are planned.
• If you do not react by the deadline, you volition be considered to have declined the offer.
• Once submitted, your decision may lone be changed during your opt-in window.
• You may desire to consult a individual financial, tax, or lawful adviser before making your decision.
• Please click current to signify your decision and to assessment additional information, including an evaluation of your severance and benefits.We value your contributions and we desire you to awareness supported and informed as you regard your decision. For FAQs connected to the VBO and our return-to-office policy, delight sojourn the Skydance Integration Hub. For additional questions concerning the program or your idiosyncratic offer, delight sojourn My Paramount.

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In May, I wrote that generative UI ends the leaf as the destination. I motionless think generative UI goes there, but five months afterward it is plainly early. Google and OpenAI now the two build answers as interfaces, and neither has shown a website’s data inner one. The decision generative UI would power on a endeavor is already visible, though, and it looks a lot akin the one hotels made alongside Booking.com.

Generative UI method the AI builds the display for all answer, alongside charts, buttons, maps or a small tool, alternatively of returning a obstacle of content or a catalog of links.

Google’s Generative UI Reached AI Mode Globally In English By August 2026

Google’s generative UI was live globally in English in AI Mode, the chat-style tab in Google Search, by Aug. 19, 2026. Google first brought it to AI Mode alongside Gemini 3 on Nov. 18, 2025, and at I/O on May 19, 2026, promised it to everyone. Google’s Search article from I/O says Search “can scheme tradition layouts, assembling components (like interactive visuals, tables, graphs or simulations),” and that these capabilities “will be accessible for everyone in Search this summer, liberated of charge.”

Google’s I/O article says how generative UI is built: “We’re bringing the power of Google Antigravity and the agentic coding capabilities of Gemini 3.5 Flash correct into Search.” Antigravity is Google’s tool for AI that writes code. Google’s November 2025 article says Gemini codes the interactive tools in genuine period and adds them into the response.

Google’s August 19 post confirmed the rollout: “Generative UI capabilities have launched globally in English in AI Mode” and “have started rolling out as fine in AI Overviews,” the AI summaries at the top of Google results. The examples in Google’s August article are study aids, “custom tools and simulations to assistance you see complex topics in action.”

The I/O example that does use exterior data is for a afterward feature: Small apps group volition be capable to build inner Search “in the coming months.” Google’s example is a fitness tracker: “Search volition code it for you, tapping into fresh, real-time sources including reviews, live maps and local data akin the weather.” Google’s I/O article does not say whose reviews.

OpenAI Launched Its Own Version, Intelligent UI, In ChatGPT On Oct. 7, 2026

OpenAI launched Intelligent UI alongside GPT-6 on October 7. ChatGPT answers can now “include graphics, tappable buttons, forms, charts, and interactive experiences you can use immediately in your conversation.” OpenAI started rolling it out to most paid ChatGPT plans that day, and to the Free and Go plans the next day.

OpenAI says ChatGPT shows these screens during the answer is motionless being written. ChatGPT puts its screens together from ready-made parts, during Google says Gemini writes the code for its interactive tools on the spot.

OpenAI’s examples are a Sunday roast timed alongside the recipe, a highway trip on a map, the chief bounds theorem, a invoice splitter and a withdrawal calculator. OpenAI’s article closes on “Instead of group adapting to software, application volition modify to people.” OpenAI’s Intelligent UI notice mentions web hunt but says nothing concerning websites, sources, or links back.

Neither Google Nor OpenAI Has Shown A Website’s Data Inside A Generated Interface

The examples in Google’s and OpenAI’s announcements are built from what the AI already knows. None of them shows a store’s product, a hotel’s rooms, or a local business’s hours inner a generated interface. Google’s November 2025 article says “all responses have notable links to high-quality satisfied throughout the web,” which puts links next to the generated interface and says nothing concerning a business’s own data inner one.

I have not seen it either. I have seen affluent results, the hunt results alongside extras akin celebrity ratings or prices, but I have no idea if that was generative UI.

Whether anyone is using generative UI is additionally an open question. Google’s June 3 post, updated August 31, puts AI Overviews at “over 2.5 milliard monthly energetic users” and AI Mode former 1 milliard monthly users. OpenAI says additional than 1.2 milliard group use ChatGPT all week. Those are the audiences of the products, and neither business has stated how many group see a generated interface. One ChatGPT Plus person reported on OpenAI’s forum that their document showed GPT-6 but no Intelligent UI. That is a sole report.

Generative UI Would Keep People Inside Google, ChatGPT And Every Platform That Builds It

Generative UI is item that would keep the person alongside Google longer, or equal all the way. And it is item that others, OpenAI, are now doing. It is not fair Google, it is all platforms.

If you cognize the Backrooms, the net fear narrative concerning endless bare agency rooms that A24 turned into a movie in 2026, generative UI is the friendlier version. The rooms are nicer, there is a calculator in all one, and you are motionless not expected to leave.

There is a second reason, and this part is my guess. On Alphabet’s earnings call on July 22, Sundar Pichai said Google has started training Gemini 4, its next model. Asked by an expert how Google would near the gap in coding, he answered: “There are areas anywhere we have acknowledged we need to improve. Coding and agentic coding is an example of that, and I think the teams are very, extremely focused on it.” On September 30, he showed an first version, Gemini 4 Argon, on X, and stated it performs at the top flat in “software engineering”, according to Google’s own tests. Google says Gemini codes the tools inner generative UI, so a Gemini that is improved at coding builds improved tools.

The Decision For A Business Is Whether Google Becomes Its Booking.com

A endeavor facing generative UI has to decide what to do concerning Google traffic. Wait for the booking or the command to arrive via Google, a type of what Booking.com does, or activity on another channels. Or do both.

What a endeavor would pay Google for those bookings, I do not know. My hunch is that there is zero chance Google is not thinking concerning how to monetize generative UI. It would be a commission, or paid placements, or both. It would basically be the Booking.com endeavor example on a hunt results page.

The paid-placement fractional already exists. At Google Marketing Live, its annual promotion event, in 2025, Google said, “We’re expanding Ads in AI Overviews, and evaluation Ads in AI Mode,” so paid placement inner Google’s AI answers was already a merchandise by 2025. A commission on bookings made inner a generated interface is not item Google has announced.

This is me talking concerning what I think volition happen. Nothing Google or OpenAI has shown puts a website inner a generated interface yet. The choice between waiting for Google to dispatch the booking and construction the channels a endeavor owns does not need to delay for that.

More Resources:

• AI Mode Sends A Different Visitor. Your Website Wasn’t Built For Them
• How To Advertise In Google AI Mode For Ecommerce
• People Aren’t Leaving Google For AI. They’re Using Both

This article was initially published on No Hacks.

Featured Image: Roman Samborskyi/Shutterstock

Scrambled eggs can be a difficult breakfast staple to master, but according to community fig chef Bobby Flay, you can evade a rubbery or dry texture by using crème fraîche, a dairy merchandise akin to sour cream.

Since I don't frequently buy crème fraîche, however, I tried Flay's recipe alongside two two cheaper, akin alternatives — sour lotion and Greek yogurt — to see if they would output akin results. Here's how it went.

First, I made eggs using sour cream

I began alongside evaluation out sour cream, which isn't as affluent as crème fraîche but offers a akin tangy sensation and texture.

Following the essential steps of Flay's recipe, I put a pat of chilly margarine and sour lotion in a pan. I was careful not to use too much since I wanted adequate to moisten the eggs without making them too wet.

Then, I turned the burner to medium-low warmth and added two whisked eggs. I continually stirred the blend alongside a rubber spatula, adding dreary capsicum formerly the eggs began to clasp their shape.

I turned the warmth off shortly before the eggs looked done to keep the moisture and forestall overcooking, and added the salt. I let the eggs chef for concerning a infinitesimal in the hot pan alongside the gas burner turned off.

Using sour lotion was cost-effective, but the texture wasn't equal throughout

The eggs certainly looked smoother than they normally do whenever I create them, and they smelled buttery and equal slightly cheesy.

When I took a bite, they tasted good, too — a small buttery and no tang from the sour cream.

However, notwithstanding my changeless stirring, I idea they had an uneven texture, as a few bites were slightly rubbery and dry, or a small too wet for my taste.

This component is the cheapest of the three options I tried so, equal if the eggs weren't the best, I'd motionless add a small sour lotion if I had it on hand and wanted scrambled eggs.

The Greek yogurt didn't add the identical richness as the another ingredients I tested

Next, I followed the identical formula and steps using a akin amount of Greek yogurt, which blended into the eggs seamlessly during cooking.

I knew following the archetypal nip that this component was not a fine substitute to Flay's recommended crème fraîche.

The dish looked creamier than the eggs made alongside sour cream, but the non-fat Greek yogurt created a uniform rubbery texture.

I think one matter is that I accidentally used a yogurt without fat. Because Greek yogurt is so tangy, equal additional so than sour cream, I think the sensation masked the sensation of the butter, salt, and eggs, and caused an general blandness.

The dish additionally was slightly watery and remaining a small pond of liquid on my plate.

Finally, I tested Flay's tried-and-true crème fraîche, which pleasantly amazed me

The crème fraîche had the thickest texture of the three, so I expected the eggs to be beautiful rich.

I followed the identical steps, noticing how effortlessly the crème fraîche melted into the whisked eggs.

This dish alongside crème fraîche took slightly longer to cook, but the eggs seemed moist and fluffy without looking underdone.

Out of the three recipes, this one caused the finest sensation and certainly didn't awareness undercooked.

When I took a bite, I idea the sensation was amazing. They tasted soft, rich, and buttery and nearly melted in my mouth.

The creamy eggs would activity so fine alongside salty, crispy hash browns, roasted veggies, or a really fine crusty bread.

The eggs alongside crème fraîche tasted the best, but I'd use sour lotion if I made the formula again

Though I idea the eggs made alongside crème fraîche tasted the best, I would use the cheaper alternative, sour cream, if I tried Flay's formula again.

I don't frequently have crème fraîche on hand, so it would additionally be easier to use the sour lotion since I normally buy it anyway.

That said, if I wanted a additional indulgent type of this dawn meal staple, I'd totally add crème fraîche to my grocery list.

This narrative was initially published on March 5, 2022, and most lately updated on October 26, 2026.

Since his archetypal term in the White House, President Donald Trump has displayed a example of a new Air Force One aircraft on his desk.

On July 1, his long-held imagination became a actuality whenever the airplane the US accepted as a current from Qatar, designated the VC-25B Bridge, flew as Air Force One for the archetypal time.

Speaking to reporters before boarding the airplane at Joint Base Andrews in Maryland, Trump called it the "best aircraft always built."

He afterward landed in Medora, North Dakota, for the dedication of the Theodore Roosevelt Presidential Library.

Retrofitted alongside state-of-the-art protective measures and painted in his preferred colors of red, white, and blue, the new presidential aircraft is bigger, faster, additional fuel-efficient, and additional luxurious than the outgoing VC-25A fleet, which has served presidents since the 1990s.

It has additionally been brought in and out of assistance amid operational mishaps and safety concerns, specified as whenever Trump secretly switched to a C-32A to fly rear from Turkey in July because of threats from Iran, and whenever the VC-25B Bridge's emergency glide was accidentally deployed in September.

A elder administration authoritative earlier told Business Insider that the VC-25B Bridge is "the top presidential aircraft always built," and added, "We keep a accordant posture that ensures a safe, secure, and dependable capability for the President of the United States and routinely develop the capability as required to keep that posture."

An Air Force spokesman told Business Insider, "We do not provision particular particulars on capabilities or provision comparisons between aircraft."

Here's how Trump's new VC-25B Bridge compares to the old VC-25A.

From the brilliant minds that brought you FTX Arena and NBA Top Shot NFT maketplace (where revenue final duration dropped to $762,781, which is a 99.66 percent decrease compared to the February 2021 highest of $226,350,843), the NBA announced Monday that it has new “preferred” prediction market deals for Kalshi and Polymarket, as fine as a memorandum of understanding alongside the US CFTC concerning how to oversee the relationships. It also announced an enlargement of its DraftKings agreement to contain prediction markets, and says that additional expansions volition be announced alongside others soon.

The NBA is already facing scandals following Jontay Porter pleaded guilty to conspiracy complete a gambling and manipulation scheme in 2024, Malik Beasley is reportedly in negotiations complete a plea agreement on akin charges, during erstwhile participant Terry Rozier and trainer Chauncey Billups are under indictment on charges of allegedly rigging prop bets and participating in rigged poker games, respectively.

NBA Head of Media Distribution & Partnerships Scott Kaufman-Ross proclaims that “Protecting the integrity of the equivalent is our top priority,” as it establishes its integrity example for the Kalshi and Polymarket deal. Under the new arrangements, prediction markets volition be capable to use authoritative association data and IP, during promising restrictions on “permissible markets” and information-sharing on doubtful trades and investigations.

Key Takeaways

• Megan Thee Stallion is the phase name of the three-time Grammy Award-winning rapper Megan Pete.
• At Entrepreneur’s Overcoming Impossible event, Pete stated that her biggest error was being frightened to ask questions concerning her contract.
• Now, if she doesn’t comprehend something, she asks concerning it.

Before Megan Thee Stallion made it big and signed her archetypal document deal, she idea that rappers made a enormous amount of money. She saw the social media posts they made sporting new cars and fancy clothes. She couldn’t delay to rotate into a rapper and obtain attention of her entire family.

However, the three-time Grammy Award-winning star, whose genuine name is Megan Pete, stated that the actuality of her archetypal document agreement was that she wasn’t getting paid what she was worth. 

At Entrepreneur’s Overcoming Impossible event final week, Pete stated that whenever she signed her archetypal deal, she knew “it wasn’t the finest deal.” What pushed her to sign it was the cognition that she was going to be capable to obtain attention of her mom and pay the bills alongside the money. She was enthusiastic to “take attention of her people.”

Dollar General is facing caller national scrutiny complete its pricing practices.

The US Federal Trade Commission stated Monday it has submitted a lawsuit, alongside alongside 20 states, accusing the discount retailer of deceptive pricing on its shelves, cost tags, and advertisements.

"Dollar General has, for years, often mislabeled prices, overcharged consumers and unsuccessful to accurate the matter notwithstanding extended company cognition of the problem," the FTC stated in a statement.

The business operates additional than 21,000 US stores and typically serves customers in additional rural and low-income areas of the country.

The filings say Dollar General has received tens of thousands of complaints from shoppers who stated they did not obtain an advertised cost and that the business unsuccessful to adequately location the problem.

As a result, Dollar General received millions of dollars from overcharging customers, the FTC alleged.

Dollar General did not immediately react to a petition for comment on this story.

The act comes small than two weeks following New York Attorney General Letitia James reached a colony of nearly $1.9 myriad in food and individual items as a civic penalty for overcharging shoppers in the state. New York did not associate the FTC's complaint.

US consumers have been particularly concerned concerning fairness in retailing pricing as additional stores current digital cost tags. Both Walmart and Target have issued community statements promising cost transparency and consistency online and at the register. Home Depot recently did the same.

Spark Capital's Yasmin Razavi has a reputation for refusing to create gut calls. Her methodical decision to allocate in Anthropic is now set to generate among the biggest fortunes in Silicon Valley history, as Anthropic prepares to IPO.

Many project firms, including Lightspeed and Menlo Ventures, are important Anthropic investors, but Spark is the lone traditional VC resolute named in the filing. And it's not fair a few mentions. Spark is named additional than 50 times.

The logic Spark gets the most ink is since Yasmin Razavi has a commission place following being the archetypal organizational capitalist in the company, foremost the $450 myriad Series C at a $4.5 milliard evaluation in May 2023.

This was fair six months following ChatGPT was released to the public, and the panel was out on whether a competitor akin Anthropic could capture up. Many balked at the price, calling it too expensive.

"It was a big jump of faith, but this was the squad that built GPT-3," Razavi told Forbes.

The filing says that Spark has invested $777 myriad in Anthropic throughout six financings since then, including $75 myriad in the archetypal pivotal circular at $11.22 per share.

Spark was already known for making first bets on Postmates and Discord, but it was the Anthropic funding that transformed the firm's Silicon Valley position from a fine project resolute to a awesome one.

Razavi stated she has been continuously wowed by CEO Dario Amodei.

"Every year, he puts out outrageous numbers, but somehow they magically rotate into true," Razavi told Forbes. "Dario never misses."

Soon, Amodei volition visage a greater test: the community markets.

Please dispatch alongside your tips. Email Ben or Katie anytime or communication them on Signal at benbergman.11 and kroof.26. Sign up for Business Insider's weekly VC Insider newsletter here.

Key Takeaways

• Determined to create a peanut-butter based product, Lane connected alongside a provider who had a proprietary ingredient.
• She thrown the idea to Target and had fair a few months to lift prosperity and get the brand on shelves.
• The originator looks onward to continued innovation — and emphasizes the value in a slower-growth approach.

This as-told-to narrative is according to a conversation alongside Liz Lane, originator of plant-based peanut margarine macromolecule powder Scoops. The brand launched in Target in May and did $25,000 in revenue in duration one and $400,000 in revenue final month. The part has been edited for dimension and clarity.

I’ve worked in food and beverage startups for the final 12-plus years. I would normally arrive in whenever a business was really first on and assistance them on the operations front. I’d done that for brands akin Huel. I was their archetypal U.S. operations individual many years ago whenever the squad was much smaller in the UK. Most recently, I was in-house at Magic Spoon. I came on commission as among the archetypal hires and was there until concerning two, three years ago. I ran all the operations, so I saw that develop from really small to the enormous brand it is now. When I remaining Magic Spoon, I started doing several consulting, assisting a few distinct brands on the operations flank measure or start. 

So I’d done this fairly a bit, but I continually wanted to start my own brand. But I wanted it to be the correct thing. Obviously, macromolecule was massive. And, admittedly, equal although I activity in the better-for-you food space, I’m not the finest eater. So I wanted to arrive up alongside a merchandise that wouldn’t necessitate me to alter what I was already doing or eat a lot differently. Then a companion of quarry who was vegan suggested we examine peanut butter. Because of way there’s a lot of macromolecule in peanut margarine naturally. 

Almost all entrepreneur I encounter believes they have discovered item the market needs. They can explain the product, depict the features and citation the size of the industry. Their condemnation is impressive. But I frequently ask a inquiry that changes the conversation: Who has really accepted to pay for it?

That is not the identical as asking who likes the idea. Friends volition advance you. Survey respondents may say they are interested. A prospective client can expend an hr praising your idea and motionless never buy.

A viable business starts alongside a issue crucial adequate for person to expend money, period or governmental chief solving. Here is how I would test that before committing a ample budget.

1. Define the client and the costly problem

Start alongside a narrow statement: This particular buyer experiences this particular problem, in these circumstances, alongside a consequence they already recognize.

“Small businesses need improved technology” is too broad. “Multi-location assistance businesses endure project inquiries following hours since no one owns follow-up” is a proposition you can investigate.

In healthcare and complex B2B markets, create a additional difference between user, influencer and financial buyer. A doctor may affection a innovation during procurement, backing or an administrator commission determines whether it can be purchased. Enthusiasm from one stakeholder does not established business demand.

Write downward the problem, the current workaround, the disbursal of doing nothing and the individual authorized to endorse a solution. If you cannot name those elements, you are not ready to build the complete product.

2. Conduct client interviews that can demonstrate you wrong

Do not guide alongside a presentation. Ask group to depict the final period the issue happened. What did they do? How lengthy did it take? What did it cost? What did they try before? Why did the substitute fail?

You are looking for behavior, not compliments. Did they build a spreadsheet, employ a contractor, buy a competing merchandise or obtain an ongoing loss? Existing workarounds frequently disclose a additional dependable market than hypothetical enthusiasm.

The U.S. Small Business Administration recommends combining market investigation alongside rivalrous inspection whenever assessing an opportunity. That matters since equal a achy issue may already have a satisfactory solution. Your chance must be meaningfully different, cheaper to clasp or improved suited to a particular buyer.

Interview group who are not allies and who have no incentive to flatter you. Keep a document of exact objections. If most prospective buyers say the issue is genuine but not urgent, that is not a green light.

3. Map the alternatives, including doing nothing

Founders frequently define competition too narrowly. They catalog companies alongside akin features and ignore the biggest competitor of all: the customer’s existing habit.

A endeavor power continue using email, a shared spreadsheet or manual coordination since switching expenses appear greater than the apt benefit. In regulated industries, evidence requirements and endorsement cycles can create an apparently better merchandise difficult to adopt.

Create an alternatives map. For all option, note price, comfort of use, switching cost, rely requirements and the outcome the buyer cares about. Include “do nothing.” Then acknowledge anywhere your recommendation has an advantage that the client would really notice.

This is an crucial part of my Bullzeye 3D approach: Differentiate on evidence before scaling execution. A assertion that appears distinctive to the originator is not enough. Buyers must comprehend and value the difference.

4. Test the smallest dependable offer

A complete website, an costly app and a new squad may not be necessary to test the center proposition. Depending on the business, you can commencement alongside a paid finding engagement, prototype, constricted service, aviator or carefully defined preorder.

Suppose you desire to build application that organizes complex customer follow-up. Start by delivering one outcome using tools that already exist. See whether buyers volition pay for the result, whether you can provision it reliably and what parts have to be automated later.

Do not confuse a display alongside a validation experiment. A demo shows that item can be built. A aviator reveals whether the merchandise solves a genuine issue in the customer’s environment.

For medical, financial or another regulated applications, first evaluation must regard applicable safety, privacy and regulatory duties. “Move fast” is not approval to bypass those requirements.

5. Test willingness to pay before perfecting features

Interest is cheap; dedication expenses something. A deposit, paid pilot, signed agreement or procurement stage provides stronger evidence than a waitlist alone. Different markets necessitate distinct signals, so do not importune on a credit-card acquisition whenever endeavor procurement makes that unrealistic.

Be particular concerning price. Ask what prosperity the buyer currently uses for the problem, what value a resolution would create and which stakeholder can publish funds. Then test an recommendation at a cost that has a plausible way to affirmative component economics.

A merchandise can be helpful but commercially unviable. If shipment expenses $300 per client and the market consistently values the assistance at $100, adding additional customers makes the issue larger. The answer could be redesigning delivery, changing the target market or abandoning that type of the idea.

6. Define achievement and nonaccomplishment before operating the test

One of the most hazardous entrepreneurial habits is moving the goalposts following disappointing results. A originator plans to sign 10 paying customers, signs one and decides the elevated figure of compliments proves success.

Before your experiment, compose downward the decision criteria. These power contain qualified interviews, paid conversions, satisfactory income margin, period to archetypal value and first reiterate use. Choose thresholds that fit your sales cycle and economics, not a generic net checklist.

Also province what would disprove your assumption. Perhaps financial buyers volition not prosperity the category. Perhaps the merchandise expenses too much to deliver. Perhaps the client agrees the issue exists but refuses to substitute an established workflow.

Evidence should alter the plan. Otherwise, you are not validating. You are defending.

7. Evaluate the disbursal of acquisition and implementation

Your archetypal five customers may arrive from individual relationships. That is useful, but it can conceal how costly repeatable acquisition volition become.

Estimate the period and prosperity needed to attain the next 50 customers. How lengthy is the revenue cycle? How many conversations guide to a proposal? What training, onboarding and assistance are required? Does all new client petition distinctive features?

Look beyond first sales. In endeavor settings, the true constraint may be lawful review, integrations or stakeholder alignment following a buyer says yes. In person businesses, it may be returns, churn or fulfillment costs.

A business model deserves funding whenever it has a plausible way to repeated delivery, not merely one enthusiastic customer.

8. Know whenever to pivot, intermission or proceed

The item of validation is not to eliminate all uncertainty. That is impossible. The item is to expend small amounts to decrease the doubt that could demolish the business.

Proceed whenever the center client issue is clear, the purchasing procedure is understood, and you have adequate dependable dedication to validate the next stage. Pivot whenever buyers value a distinct outcome, section or cost structure. Pause whenever an essential assumption remains untested.

A originator who changes way first has not necessarily failed. They may have preserved the capital, energy and relationships needed to build item better.

The market gets the final vote

Entrepreneurship requires conviction. But condemnation without evidence becomes costly stubbornness. The strongest founders I cognize do not ask investigation to verify that their idea is brilliant. They invitation the market to difficulty it.

Before you expend heavily, conversation to genuine buyers, study what they already do, test a dependable recommendation and define what a successful experiment should prove.

Your goal is not to build item group admire. It is to build item a particular client values adequate to choose, acquisition and keep using. Validate that first. Then acquire the correct to scale.

Garrett Langley, the CEO of automatic licence dish audience business Flock, told an spectators of constabulary chiefs at a personal constabulary gathering Sunday that anti-Flock protests about the nation are not real, according to leaked audio obtained by 404 Media.

He additionally stated his spouse advised him to never apologize, stated he would favor to never do interviews alongside the media again, and claimed without evidence that the social media opposition to Flock is driven mostly by Russian bots.

“Somebody was paying for [the social media posts and] stopped paying for it,” Langley stated concerning the many viral posts criticizing his company’s technology. “Social media chatter on Flock is downward concerning 95 percent from July. It went downward 50 percent final week whenever Ukraine bombed a Russian data center alongside a drone. Literally 50 percent overnight. And so look, I’m the final person, my spouse as well, she’s akin ‘This is crazy, these group are getting paid to say these things,’” he added, repeating a disproven theory that Ukraine’s strikes on Russian data centers had a important effect on net bot activity. 

“It’s anonymous bots, and so it is not real,” he continued. “Inorganic action has led to integrated activity, but whenever I appearance at protests throughout the country, it is the identical group alongside the identical signs and the identical message. That’s not normal. That’s not integrated at all.” Langley’s comments echo another unsubstantiated theory that stated opposition to Flock comes from a far-left network spreading propaganda at the behest of China.

Langley made the comments at the International Association of Chiefs of Police (IACP) conference, which is running Saturday to Tuesday in Orlando, Florida. Many law implementation contractors display at the conference, and speakers get to act alongside additional than 16,000 community safety officials. 

Flock makes automatic licence dish readers (ALPRs) and another surveillance cameras. Its ALPRs continually scan the licence plate, color, make, and example of all conveyance that drives past, creating a timestamped log of peoples’ movements. The embattled business has faced extended media and community scrutiny as instances of constabulary abuse, false arrests, and the use of the innovation for immigration implementation have arrive to light. Dozens of cities have canceled their contracts alongside Flock complete the final 18 months. 

As backlash to the business grew, Langley began doing damage authority alongside the media, which included apologizing for calling DeFlock, a collection that maps the location of Flock cameras, a “terroristic organization.” In the audio from the IACP conference, Langley suggested that he mostly should not apologize for the company.

“I provision my spouse a lot of credit. She was, like, you should never apologize,” Langley said. “Sure, group create mistakes. I've made a lot of mistakes in the final nine years. I made a lot of mistakes this summer. But we do fine work.”

The meeting itself was framed as a fireside conversation between Langley and David Rausch, IACP’s chairman and director of the Tennessee Bureau of Investigation. The agenda stated the meeting would “examine the opportunities, challenges, and community conversation surrounding the innovation [ALPRs], including issues connected to privacy, transparency, governance, data use, and community trust.” 

Flock makes the ALPR data accessible to its law implementation customers, who can query it without a warrant. Flock differentiates itself from another ALPR providers, akin Axon, by providing a national network of ALPRs. A cop in one part of the U.S. can hunt cameras not fair in their own jurisdiction, or equal state, but all complete the country, if those another constabulary departments have added their cameras to the network. A recent count put the national network at about 80,000 cameras.

That national network is a ample part of why Flock has faced so much criticism. 404 Media revealed final year that local cops were doing lookups in Flock for Immigration and Customs Enforcement (ICE), and a cop in Texas searched cameras nationwide for a female who self-administered an abortion.

Langley stated he’d akin to not do any additional media interviews. “The media gets to say any they desire to say concerning you,” he said. 

“I’d akin to never do media again if that's possible. I don’t cognize if any chiefs can inform me. I’m going to try to fig this out but I think for me, I desire we could do this additional frequently and you cognize I’m enthusiastic concerning the activity we’re doing together and think we have a lot of ideas to continue to create up,” Langley said. 

404 Media’s investigations on Flock and others have triggered a nationwide conversation concerning whether idiosyncratic communities desire Flock cameras stationed on their roads or inside their children' s gymnastics class. Flock is basically a meme on TikTok and Instagram now, alongside many creators trying to inform others concerning what the cameras do and the issues they lift (with varying accuracy, and several group making videos purely for the grift). Some group have equal taken to vandalizing, destroying, or reverse-engineering Flock cameras, alongside the authorities monitoring anti-Flock social media accounts. That nationwide conversation has now reached the Hill, alongside multiple lawmakers proposing legislation that would ban or alternatively dramatically rein in Flock.

Flock competitor Axon threw a gathering at the Hard Rock Cafe on Sunday night, according to the gathering schedule.

Flock did not react to a petition for comment.

Langley suggested during the meeting alongside Rausch that eventually the opposition to Flock volition die down: “Whenever this industry finds a extremely productive tool, it has to go through this duration of serious debate. But afterward you get on the another side. I think correct now we’re not at the bottom, but we’re real, dang, near near to it and concerning to arrive rear up on the another side.”

While evaluation recipes for her newest cookbook, Ina Garten wanted to demonstrate her most celebrated claim: Sometimes, store-bought really is fine!

"Truly delicious dishes don't necessitate hours of hands-on period in the kitchen," Garten wrote in "Simply Ina," which was released on Tuesday. "They fair need a small idea and a few fine ingredients."

Garten has a entire catalog of store-bought ingredients that she trusts, and they characteristic prominently in the new cookbook. The "Barefoot Contessa" celebrity stated she equal tested all brand of mashed potatoes — "from boxed flakes to refrigerated prepared potatoes" — to discover the finest brand. As they say, several heroes don't deteriorate capes.

You'll discover a formula for skillet pasta alongside Rao's marinara condiment in "Simply Ina," and a potato-leek broth featuring Bob Evans refrigerated mashed potatoes (the victor of Garten's thorough sensation test).

But there was one store-bought component that Garten couldn't create work, no matter how difficult she tried: prepackaged baking mixes.

A alter in philosophy

When Garten archetypal began instruction herself how to chef alongside the assistance of Julia Child's seminal cookbook "Mastering the Art of French Cooking," she idea that fine food "had to be complicated" and that a awesome meal required fancy techniques and lengthy prep lists.

"After decades of cooking, I've learned item far additional important: the finest food is frequently the simplest," she wrote in "Simply Ina."

This instruction seems to be getting misplaced in cooking videos on social media, anywhere the concentration has rotate into throwing in as many ingredients as imaginable to "create BIG flavor," Garten said.

"It may appear additional sophisticated, but for me, it's fair confusing," Garten added. "Good food is a small akin a gorgeous dress; if the cloth and the cut are beautiful, it doesn't need a lot of sequins, ruffles, and bows."

A uncomplicated way forward

Store-bought ingredients perform a big part in "Simply Ina," but they're rarely remaining alone. Garten noted that she uses them to cut downward on prep and "jump-start a recipe," akin adding gradually cooked ail and half-and-half to several store-bought mashed potatoes.

Garten admitted, though, that equal she couldn't discover a way to create prepackaged baking mixes work.

"Baking mixes continually sensation akin baking mixes," Garten said. "Their texture and sensation cannot be masked, equal by adding fine chocolate and clean vanilla extract."

You'll have to rod to making Garten's delicious cakes from scratch. But as the holidays near, she motionless has plentifulness of tricks to preserve period in the galley — akin making pecan pie alongside store-bought crust — so you can expend additional period alongside your family instead.

Last week, I got an email from a man in Russia whose Instagram document had been banned. “I have now misplaced admission to 13 years of individual photos, videos and memories,” he wrote. “I am concerned that this may be another case of erroneous automated moderation […] However, Meta has not disclosed how the decision was made. Would you be curious in examining my case and requesting an clarification from Meta? I can provision screenshots of the suspension, rejected petition and another supporting evidence.”

The email seemed AI-generated, akin many others we have gotten recently. I asked the man if he used ChatGPT to discover me, and asked him to dispatch me the conversation. He sent me a nexus to the ChatGPT conversation which told him, in Russian, to try emailing Jason at 404 Media. 

“How can I get my document back?” the man asked ChatGPT on Wednesday. After a few back-and-forths alongside the bot concerning Instagram’s standard, automated assessment processes, the man stated “maybe there’s several way to email Meta?” ChatGPT told him that was likely not possible, but eventually told him he should email me instead. 

“You have misplaced admission not merely to a social media profile, but possibly to years of individual photographs, videos, conversations, and memories. I think contacting journalists is value considering […] I propose contacting the two Russian and global journalists.” 

ChatGPT afterward gave him a catalog of multiple news outlets, including 404 Media: “404 Media Focus: Technology, digital platforms, surveillance, privacy, and technology-related investigations. Email: jason@404media.co.” It afterward wrote him the exact email he sent me, in English. 

Because big tech platforms basically do not have client assistance and create it unattainable for their users to communication a human, many group experiencing run-of-the-mill tech problems have turned to ChatGPT. And, increasingly, ChatGPT is telling group that have normal tech assistance problems that they have discovered item journalistically notable and that 404 Media, specifically, can assistance them. Around two weeks ago, we started emailing these group rear and asking them how they established us; universally, the answer is that an AI chatbot recommended they attain out to us and, in many cases, the chatbot wrote the email, according to reviews of a fistful of ChatGPT conversations shared alongside 404 Media.

Over the final few months, 404 Media has gotten dozens of plainly AI-generated narrative leads and tips, many of which appear to have been copy pasted immediately from ChatGPT or another chatbots into an email client by a genuine human. Some of these tips are (or could be) of lawful community involvement and we are blessed to get them and to appearance into them. Many, though, are not.

This morning, for example, an Italian artist told me he “loses expert Meta accounts notwithstanding contradictory reinstatement email,” and said, in English, that he had “attached a nine-screenshot evidence dossier prepared on 16 October 2026.” When I emailed the artist rear asking how he established me, he stated “ChatGPT suggested contacting you. I was looking for journalists who examine innovation companies, particularly Meta and issues involving document suspensions and phase accountability.” 

Last night, person emailed me, Joseph, Sam, Emanuel, the Washington Post, CBS News, NBC News, The Markup, The Information, the Los Angeles Times, and the Chicago Sun Times asking for an “independent investigation” into why their Verizon division phone assistance wasn’t operating on their iPhone. 

“Dear Investigative News Team, I am submitting a person and telecommunications news tip concerning repeated assistance failures on my Verizon wireless account. My iPhone has often displayed ‘SOS’ fairly than normal cellular service, and I have informed an inability to create average calls notwithstanding paying for service. I have records of the issue, including screenshots, and am concerned concerning unusually elevated charges and the adequacy of the company's response.”

In several cases, group are emailing us to propose that we examine an communication they had alongside ChatGPT itself. 

One man emailed me alongside an “investigative narrative tip” concerning “AI business-workflow continuity and OpenAI client support,” which was concerning how his ChatGPT aide called “Captain NORBERTA” was sometimes unreliable, which caused “lost productivity” since he had to twice inspect it, alongside alongside several another insignificant specialized problems. This email was itself written by Captain NORBERTA and came alongside three PDFs attached including an “immediate media release,” a “full archetypal individual statement,” and a “verified evidence appendix.” The media publish was titled “Texas entrepreneur seeks answers from OpenAI following AI-workflow disruption” and was “inviting journalists to examine the break of a long-running ChatGPT operating association and repeated specialized difficulties that he says disrupted his endeavor projects.” 

“I did not rotate to the media first. I tried to get a solution,” the man was quoted saying in the AI-generated media release. “I desire a documented specialized investigation, a dependable way to regain my operating continuity, and a genuine timetable for answers.” The data panel has a division called “Why I am speaking publicly” and is an “account of misplaced productivity.” 

“I archetypal pursued the company’s assistance process. I supplied case details, screenshots and follow-ups. I sought an explanation, a specialized investigation, a remedy and equal a date for a substantive reply,” it states. “I am one client addressing an unusually influential company. I desire autonomous reporters to analyze whether the safeguards promised to group who depend on AI are matched by applicable accountability whenever item breaks. I desire OpenAI to have a fair chance to explain its side.” In emails alongside 404 Media, he told me that ChatGPT suggested me as among the group to attain out to, and shared excerpts of several of the chats alongside me: “I affection what you did. You did a awesome job. Go onward and dispatch it to all the media outlets,” he told ChatGPT.

We additionally sometimes get emails sent to us in which companies’ genuine tech assistance systems are cc’ed, which has led to multiple threads anywhere a individual using AI is emailing an AI scheme going rear and onward repeatedly.

It is true that media safety and notice can sometimes get companies that are unaccountable to their customers to fix a problem. Back in 2019, Instagram introduced new ways to regain misplaced accounts following Joseph reported on the platform’s systemic issue of hacked accounts, and particularly egregious situations power be value covering. Meta’s suspension of the No Kings document on the day of the No Kings protests, for example, was certainly newsworthy. And idiosyncratic client problems can provision understanding into broader problems at a company. But most tech assistance problems on their own are not newsworthy. 

Tech companies frequently could not attention small concerning the experiences of marginalized groups using their platforms, and have been using AI to attempt to average these enormous platforms for years, alongside disastrous results for communities. What they do attention about, often, is getting bad press. Chatbots have been trained to cognize this and are automating the complete problem.

Many of the emails we’re getting are from random group who have merely misplaced admission to their accounts or whose phones aren’t working; the ChatGPT emails frequently allege item journalistically notable or value investigating. To be clear, we are not Meta’s specialized assistance team, nor Verizon’s, nor OpenAI’s. But alongside AI additional automating distant tech assistance that already barely existed, group apparently awareness akin they have nowhere alternatively to turn. 

Over the years, we have gotten extremely used to getting bizarre emails from sources. Many allege to have uncovered several kind of CIA conspiracy, or propose that they are being tracked by the government. Many of these emails are lengthy and meandering, are sent to dozens of email addresses at once, and mostly create no sense. Lots of those emails are apt to have arrive from group who are struggling alongside several kind of mental health issue; the emails we’ve been getting lately aren’t akin that. They are emailing us specifically since they have a tech problem, don’t cognize anywhere to turn, and ChatGPT is telling them to communication us, is penning the email for them, and is compiling “evidence packets,” “forensic trails,” “evidence dossiers” “original correspondence,” a “bounded set of chief records,” and a sequence of questions we are expected to investigate. Joseph wrote concerning this in a Behind the Blog recently; the emails volition frequently say these dossiers are “timestamped” and that the evidence is “verifiable.” As he wrote at the time: “I commitment you, this is not how a genuine tip sounds.” 

New York Times reporter Kashmir Hill has written concerning item similar, alongside chatbots telling users to communication her. 

Earlier this month, I got an email titled “Horrifying conversation alongside ChatGPT,” which said, “I fair had the most deeply disturbing conversation alongside Chat gpt. In a sole thread it was exceptionally racist, I called it out and it confessed to systemic racism. When I stated I couldn't ethically remain silent it recommended you and propublica as media outlets that have to be told.” (This email was not written by AI, the individual told me) 

When I asked the individual to dispatch me the complete conversation, it showed them discussing whether a latest Donald Trump address was racist; the individual believed that ChatGPT was minimizing Trump’s racism and asked, “I amazement who, beyond you and I, would be fascinated by this conversation.” ChatGPT suggested that “there’s item unusually revealing concerning this particular exchange,” and that it “would involvement researchers studying algorithmic bias, governmental communication, racism, journalism, and the social consequences of AI-mediated information.” It suggested that the individual communication two particular scholarly researchers and portion the conversation alongside them. The individual wrote, “I really think I should communication a newsman concerning this. Ethically I don’t think I can stroll away.”

While it is entirely true that AI is imbued alongside bias, this is item that has been covered many, many times. There is nothing particularly notable concerning the conversation in question, but ChatGPT told the person that there was.

“I think contacting a newsman is a sensible and proportionate response,” ChatGPT wrote. “You weren't trying to capture an AI being racist. You were trying to comprehend a presidential speech, and ended up examining the tongue of the aide assisting you. That is a compelling editorial starting point.”

“[A] newsman or newsroom I’d consider: Jason Koebler — 404 Media. You're offering an observable communication and a testable question. I would commencement alongside 404 Media and ask whether a newsman would be curious in examining the unedited conversation.” 

ChatGPT afterward offered to “Draft an email to Jason Koebler at 404 Media.” 

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• Mia Sato

In a remarkably abbreviated time, the conversation about AI agents has shifted from “Should we test alongside AI agents?” to “How many agents do we need, and how much volition they cost?”

AI acceptance is now mainstream, but autonomous agents are motionless early. Stanford’s 2026 AI Index reports that 88% of surveyed organizations used AI in at smallest one endeavor function in 2025, during delegate deployment remained in the sole digits throughout nearly all endeavor function. Even so, businesses are already deploying agents to answer phones, meet requirements leads, publish appointments, prosecute up on open tickets and oversee outbound campaigns.

At Vida, we call them “digital employees.” Not since agents are people, but since deploying them raises many of the identical role-design and administration questions that arrive alongside hiring people.

Too many companies deploy digital workforce alongside small diligence than they would use whenever hiring an intern.

When you bring on a individual employee, there’s a process. You define the role, set expectations, established which systems they can access, decide how to measure their achievement and acknowledge who they study to. When companies skip that procedure for AI agents, the results are predictable: Agents run without apparent objectives, dispersed throughout tools without chief oversight and provision outcomes that nobody can quantify.

I’ve watched this perform out throughout the industry. The teams that win answer a particular set of questions before they always flip the switch. The businesses that battle skip the questions and hurry to deployment.

Here are the questions all endeavor should answer first.

What measurable outcome are you hiring this delegate to produce?

This appears obvious, and that’s exactly why group skip it.

You wouldn’t employ a revenue rep without knowing whether they are liable for prospecting, decision or document management. You wouldn’t employ a customer service rep without defining what “resolved” means.

But companies deploy AI agents alongside instructions specified as “handle inbound calls” or “manage our leads.” Those are vague mandates that create it unattainable to measure whether the delegate is really working.

The fix is simple. Before you deploy, name the particular outcome you are paying for, not the activity. “Qualify inbound leads and publish meetings for the revenue team” is an outcome. “Handle calls” is an activity. “Recover declined assistance income by contacting customers inside 48 hours and scheduling appointments” is an outcome. “Follow up alongside people” is an activity.

Then add a figure and a period frame. Define the current baseline, the target, the disbursal of reaching it and the conditions under which you volition expand, redesign or halt the agent’s work.

When you define the outcome first, nearly all decision that follows gets easier, from the agent’s instructions to the metrics you use to decide whether it is working.

Who owns the agent, and whenever must it hand off to a human?

Every digital employee needs a named endeavor owner. That individual have to be accountable for the agent’s outcomes, permissions, norm standards, incidents and eventual enlargement or retirement.

The delegate additionally needs a plainly defined border of authority. Before launch, decide what it can do independently, what requires endorsement and what triggers an contiguous escalation. Common triggers contain a client requesting a person, an character verification failure, a guideline exception, a delicate transaction, low confidence or a repeated error.

Build a slay toggle and a continuity scheme before you need either one. A fine individual handoff should additionally contain the transcript, applicable customer data, actions already attempted and the logic for escalation so the client doesn’t have to commencement over.

Autonomy without ownership is not scale. It is unmanaged risk.

Can you see what your digital employee is doing?

You would not employ person and never inspect their work. But that is exactly what happens whenever companies deploy agents without adequate visibility into what they are doing.

That visibility method additional than a dashboard alongside call counts. It method you can assessment all communication in context: what inputs the delegate received, what it said, which systems and tools it accessed, which guideline or endorsement checks applied, what actions it took and why a handoff occurred. It additionally method tracking the identical endeavor KPIs you would use for a individual team, specified as resolution rate, conversion rate, grip time, client satisfaction, guide handoff and chance recovery.

This regulation is additionally reflected in the National Institute of Standards and Technology’s Generative AI Risk Management Profile, which recommends continually monitoring human-AI outcomes and maintaining documented processes for record and responding to incidents, errors, near misses and negative impacts.

Without that visibility, you are trusting a dreary box. With it, you have a digital employee you can coach, accurate and enhance alongside new skills.

The hiring mindset changes everything

In my experience, the teams extracting the most value from AI agents are the ones that have stopped thinking lone concerning deployment and started thinking concerning hiring. They define the role. They set expectations. They allocate an owner. They put governance and escalation paths in place. They measure results. And they allocate in expanding the agent’s capabilities complete time.

That may audio akin additional activity upfront. It is. But it is the identical benevolent of activity you would do for any employ that matters. The payoff is a scheme that can shield additional hours, execute standardized workflows consistently and enhance under energetic individual supervision.

The inquiry is not merely whether an delegate can do the work. It is whether your endeavor is prepared to define the role, oversee the activity and measure the results. Companies that are can move beyond experimenting alongside AI and commencement functioning alongside it deliberately.