Two of Elon Musks best-known companies look likely to be headed for a mega merger ahead of a mooted IPO. SpaceX, the South African entrepreneurs space exploration firm, and xAI, the AI company he established in 2023 to challenge OpenAI, are reportedly in discussions ahead of a merger and initial public offerings.
Two business entities were established in Nevada on January 21, Reuters says, that are potentially designed to facilitate the deal. Combined, the two businesses are worth more than $1 trillion. Tesla, Bloomberg reports, could be involved as well.
The IPO could happen in mid-June. Why mid-June? Because that’s a point when Jupiter and Venus will be in conjunction with one another, passing close to each other in their respective orbits, the Financial Times separately reported. June also happens to be Musks birth month; hell be 55 years old on June 28. Its suggested that the merged entity would be looking to raise up to $50 billion, nearly twice the amount of the largest IPO in history to datewhen Saudi Aramcos 2019 raise of $29 billionand would be doing so at a valuation of $1.5 trillion. None of the companies in question immediately responded to requests for comment.
Such a merger is big news, in part because of Musks name and infamy, but also because it represents the pooling of two firms that appear at first not to be connected. But there are business synergies that make sense, says Caleb Henry, director of research at Quilty Space. I view the merger as Musks way to vertically integrate AI services by providing xAI with satellite infrastructure for on-orbit compute, he says.
Musk has previously saidlike a number of others in the tech worldthat building data centers in space will be an important part of ensuring that were able to meet the compute demands of the current and ongoing AI revolution, in which Musks xAI is playing a large role through its Grok chatbot. Getting those data centers into space, if it ever happens, would need the rockets that SpaceX has become specialized in: Research company Payload Space estimates that SpaceX made $15 billion in revenue last year, around one-third of which was from launches. (The remainder was from its Starlink satellite internet service.)
The viability of orbital data centers remains a subject of debate, but Musk is a firm believer that they are the future, acknowledges Henry. With that conviction in mind, it makes sense for him to merge SpaceX and xAI. Doing so would help Musk avoid the headache of having to arrange, pay for, and plan out capacity on Earthsomething xAI is already in trouble about, after the Environmental Protection Agency recently ruled that the AI companys Colossus data center generated more electricity than was legally permitted. Rather than having xAI pay for data centers on the ground, SpaceX can host them in orbit on the Starlink satellite constellation. xAI could get cost savings by vertically integrating with orbital data centers, similar to how Starlink saves on launch costs by being part of SpaceX, says Henry.
Not everyone is as convinced of the business case, however. It shows Elon Musk is good at raising money on whatever the theme is at the moment, acknowledges E.W. Niedermeyer, author of Ludicrous: The Unvarnished Story of Tesla Motors, and an auto industry analyst. Niedermeyer believes that the mooted move is more about puffing up both Musks companies in the eyes of the public. It’s a classic Elon Musk move in the sense that I was both totally shocked by it, and then almost immediately, not at all shocked, he says.
Niedermeyer believes the merger helps both companies support one another, and potentially access more cash from a public offering, that will keep them both going. We know very little about their actual economics, because they’re privately held companies, he says. But what we do know is not wildly encouraging, pointing to the fact that both repeatedly raise cash from investors, suggesting theyre not able to fund their own growth. It looks like Elon Musk has one window to do a big IPO, and he wants to make the most of that, says Niedermeyer.
Part of the problem is that xAIs cash burn is likely to be significant because of the demand for AI products like Grokan issue that Musks AI company isnt alone in feeling, Niedermeyer admits. On the space exploration side, Niedermeyer says that the Falcon 9 and Starship initiatives are literal moonshot projects that take a lot of cash. Thats what makes it so surprising that SpaceX could go public: Musk has previously said in 2013 that SpaceX had to remain private in order to maintain its overall mission. I see this as a way to keep things rolling along, says Niedermeyer.
But it also runs the risk of alienating some of Musks most ardent fans, he warns. Ive already seen evidence in forums that the IPO plan has been really toxic to some of the most committed parts of his fanbase, Niedermeyer says. I just see this as being sort of the last big cash-in and I genuinely don’t know where he goes from here.
Microsoft stock just suffered its biggest single day drop since 2020. Meanwhile, Meta stock popped by 10%. Both tech giants are spending billions on AI talent and infrastructure, but investors clearly feel skittish about Microsoft at the start of 2026 and bullish on Metas tale of near-term upside.
For a company that famously whiffed on the metaverse, Meta is looking more reasonable these days. The company is still poised to invest eye-popping sums into artificial intelligence in the coming years, but so are all of its peers, Microsoft included. In an era of AI hype and sky-high expectations, Meta is following the crowdnot leading itfor better or worse.
In 2026, the company is building a grounded narrative around its strong revenue growth. Meta is an advertising company through and through and in 2026 its emphasizing that core competency while pointing to strong revenue growth backing up the story. Meta reported $59.89 billion in revenue in the last quarter, beating Wall Streets by over $1 billion. The company said more people are using its wide family of social apps, with 7% daily active user growth year over year across its products.
Mark Zuckerberg still took some time in Wednesdays earnings call to declare that he cant imagine a world where most glasses that people wear aren’t AI glasses within the next few years, but at least he didnt lead with the companys latest cash-burning consumer hardware bet.
Metas AI spending green light
The Menlo Park tech giants investment in AI is only growing. In 2026, Meta expects to splash out between $115 billion and $135 billion in capital expenditures, way up from the $72.22 billion it spent across 2025. Meta says that increase will largely be driven by upped investment into Meta Superintelligence Labs, its AI division. Were in this interesting period where weve been rebuilding our AI effort, and were six months into that, and Im happy with how its going, Zuckerberg said.
Meta is bullish on its near future revenue too. The company is expecting to bring in between $53.5 to $56.5 billion in its next quarter. On its earnings call, executives highlighted how weaving AI into its existing products is explicitly boosting its ad business.
There are several major business opportunities that were focused on one is just going to be improving the core products and accelerating the current business, Zuckerberg said, noting that Metas products are already benefitting from AI integration into their recommendation engines. The company says that advertisers are responding to ad performance improvements already and those successes are driving conversion growth and revenue.
Investors took note, the stock popped and the companys narrative about where all that AI spend will go seems to make sense to the market, at least for now.
Microsofts story is complicated
Investors seem to appreciate that Meta is eating its vegetables and bolstering its ad business these days, but Microsoft is a different story.
Microsoft, once the boring PC company, is on the cutting edge of the AI boom. The company handily beat expectations in its own earnings report this week, notching $81.3 billion in quarterly revenue a 16% year over year increase. Its net income bested expectations too. So what went wrong?
If investors are worried about being over indexed on Microsoft, Microsoft may be worried about being in too deep with OpenAI. The tech stalwarts AI bets are complex due to being bound up with OpenAI, which the larger company has invested more than $11 billion into to date. Microsofts latest earnings were buoyed by OpenAIs transformation into a more traditional for-profit company, which Microsoft will own a 27% stake in, valued at $135 billion. That investment delivered Microsoft $7.6 billion in net income in the last quarter.
Microsoft increasingly competes with its longtime partner, but remains worryingly dependent on it at the same time. The company is holding onto an astronomical $625 billion backlog in pent up demand for its cloud computing business, but just disclosed that OpenAI accounts for 45% of those outstanding cloud contracts. If OpenAI stumbles, Microsoft does too.
Microsoft may be powering the AI revolution, but, until solved, its capacity woes put an awkward cap on the revenue that business can bring in. To fix the problem, the company is feeding its voracious appetite for cloud computing capacity but all of that spending may start to rattle investors. Microsoft shelled out $37.5 billion in capital expenditures in the last quarter, a figure that includes AI infrastructure investment like data centers. Meanwhile, its Azure cloud business grew 39% in the quarter, beating expectations but staying flat from last quarters growth.
In the companys earnings report, CEO Satya Nadella argued that Microsoft is well-positioned in the beginning phases of AI adoption. We are pushing the frontier across our entire AI stack to drive new value for our customers and partners, Nadella said.
AIs major players are set to sink more cash than ever into the technology this year. But after a few years of AI-driven sugar highs, the industry may finally be tempered by investors eager for an endgame.
Sunday’s Grammys mark a return to normalcy after the 2025 show was altered to focus on Los Angeles-area wildfire relief efforts.
I think we will see some history-making moments, Recording Academy CEO and President Harvey Mason jr. told The Associated Press. With artists being nominated in categories they haven’t been previously nominated in, and a new crop of talent coming through the system this year I think we’re going to see some really exciting results.
Heres what you need to know about the 2026 Grammys, including how to stream and where you can see musics biggest stars walking the red carpet.
How do I watch the Grammys?
The main show will air live from LA’s Crypto.com Arena on CBS beginning at 8 p.m. Eastern. Paramount+ premium plan subscribers will be able to stream the telecast live, too. (Paramount+ essential subscribers will have on-demand access the next day.)
The Grammys can also be watched through live TV streaming services that include CBS in their lineup, like Hulu + Live TV, YouTube TV, and FuboTV.
The Premiere Ceremony will take place ahead of the Grammys telecast, at 3:30 p.m. Eastern from the Peacock Theater. It can be streamed at the Recording Academys YouTube channel and on live.GRAMMY.com.
Who is performing at the Grammys?
The show will feature a special segment in which all eight of this year’s best new artist nominees will perform. That means Leon Thomas, Olivia Dean, global girl group Katseye, The Marías, Addison Rae, sombr, Alex Warren, and Lola Young will all share the stage before going head-to-head for one of the night’s biggest prizes.
Lady Gaga, Sabrina Carpenter, Justin Bieber, Clipse, and Pharrell Williams will also perform.
Reba McEntire, Brandy Clark and Lukas Nelson will take the stage for the in memoriam. Ms. Lauryn Hill will pay tribute to DAngelo and Roberta Flack. Post Malone, Andrew Watt, Chad Smith, Duff McKagan and Slash will honor Ozzy Osbourne.
Who is presenting at the Grammys?
Doechii and Harry Styles are the first confirmed presenters.
Who is hosting the Grammys?
Comedian Trevor Noah will host the show for the sixth consecutive time and it will be his last.
I am beyond thrilled to welcome Trevor Noah back to host the Grammys for his sixth, and sadly, final time, Grammys’ executive producer Ben Winston said in a statement. Hes been the most phenomenal host of the show. Hes so smart, so funny, and such a true fan of the artists and music. His impact on the show has been truly spectacular, and we cant wait to do it together one last time.
The only other people to host six or more Grammy telecasts were musical artists: Andy Williams hosted seven shows, followed by John Denver with six. Noah previously tied LL Cool J, with five.
Noah himself is a four-time Grammy nominee and is up this year in the audio book, narration, and storytelling recording category for Into The Uncut Grass, a childrens story.
He’s a special host. He really finds the right balance between being funny and smart and knowledgeable but also being a fan of music. And I love that. Its so hard to find that combination, Mason jr. said.
As for his departure? Every person at some point in their career, they decide they want to do something else, Mason jr. said. And were so appreciative of the years that we got from Trevor. Hes really helped define the show and make the show what its become over the last six years.
How can I watch the red carpet?
The Associated Press will stream a four-hour red carpet show with interviews and fashion footage. It will be streamed on YouTube and APNews.com.
Who is nominated for the Grammys?
Kendrick Lamar leads the nominations with nine total. He’s up for record, song and album of the year marking the third time hes had simultaneous nominations in those big categories as well as pop duo/group performance, melodic rap performance, rap song and rap album. Hes also nominated twice in the rap performance category.
Lady Gaga, Jack Antonoff and Canadian record producer/songwriter Cirkut follow Lamar with seven nominations each.
Thomas, Bad Bunny, Serban Ghenea and the aforementioned Carpenter all boast six nominations. Andrew Watt, Clipse, Doechii, Sounwave, SZA, Turnstile and Tyler, the Creator have five each.
There are a number of first-time nominees as well this year, including Tate McRae, Zara Larsson, PinkPantheress, JID and Timothée Chalamet. You read that correctly.
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For more coverage of this years Grammy Awards, visit: www.apnews.com/hub/grammy-awards
Maria Sherman, AP music writer
The legendary $4.99 rotisserie chickens from Costco are under fire this week as a proposed class action lawsuit claims the big box retailer has been misleading customers.
Two California shoppers noticed something that might seem obvious in retrospect: To sell an entire, slow-roasted chicken in a plastic bag, Costco added two preservatives. Problem is, the Issaquah, Washington-based company had promised on the packaging, in-store displays, and online that the chicken contained no preservatives.
The lawsuit filed last week with the Southern District claims that Costcos promise that its rotisserie chickens contain no preservatives signals to reasonable consumerslike the two women who are plaintiffs in the casethat nothing was added to preserve the taste, flavor, texture, or shelflife of the product. But two preservativessodium phosphate and carrageenanare listed on the ingredient list.
Costco Wholesale Corporation has systemically cheated customers out of tensif not hundredsof millions of dollars by falsely advertising its Kirkland Signature Seasoned Rotisserie Chicken as containing no preservatives, the lawsuit reads, in part.
Consumers reasonably rely on clear, prominent claims like No Preservatives, especially when deciding what they and their families will eat, Wesley M. Griffith, the California managing partner with Almeida Law Group, which represents the plaintiffs in this lawsuit, said in a statement. Costcos own ingredient list contradicts its marketing. Thats unlawful, and its unfair.
INGREDIENTS IN FOCUS
Costco has already taken steps to address the main concern of the lawsuit.
To maintain consistency among the labeling on our rotisserie chickens and the signs in our warehouses/online presentations, we have removed statements concerning preservatives, a company representative said in a statement to KTLA 5 News. We use carrageenan and sodium phosphate to support moisture retention, texture, and product consistency during cooking. Both ingredients are approved by food safety authorities.
These ingredients have landed other big companies in hot water in the past: In late 2024, a judge ruled that Kraft Heinz must face a proposed nationwide class action lawsuit that similarly focused on the companys use of sodium phosphate in its macaroni and cheese products. And the addition of carrageenan in products labeled as natural or organic has been the subject of several lawsuits in recent years.
Whats more, Costco has faced criticism of its use of carrageenan in the past. The Cornucopia Institute, an organic food watchdog group, sent a letter to Costco in 2023 urging it to remove carrageenan from organic products. And the ingredient is one of many targeted by Health and Human Services Secretary Robert F. Kennedy Jr.
SUIT SEEKS MONETARY DAMAGES
In the latest lawsuit filed against Costco, the plaintiffs are seeking unspecified monetary damages, and if a judge approves a class action lawsuit, that might mean the retailer has to pay out anyone else who bought the chicken during a specified time period.
Interestingly, the plaintiffs said they might have still opted to purchase the rotisserie chicken had they known about the two ingredients, but would have paid significantly less for it. It might be hard for some people to imagine paying even less, as Costcos rotisserie chicken is considered a loss leader, meaning the company realizes very little or no profit selling it.
Costco shares fell nearly 1% in mid-day trading on Thursday, extending a selloff of more than 3% in the past week.
Tax filing season is underway, and the IRS expects 164 million people will file returns by April 15.
The average refund last year was $3,167. This year, analysts have projected it could be $1,000 higher, thanks to changes in tax law. More than 165 million individual income tax returns were processed last year, with 94% submitted electronically.
People with straightforward returns should not encounter delays, but because of an exodus of IRS workers since the start of the Trump administration, the national taxpayer advocate has cautioned that the 2026 tax filing season is likely to present challenges for those who run into problems filing.
While last year IRS employees were not permitted to accept a buyout offer from the Trump administration until after the taxpayer filing deadline, many of those customer service workers have now left. The IRS started 2025 with about 102,000 employees and finished with roughly 74,000 after a series of firings and layoffs led by the Department of Government Efficiency.
Heres what to know:
When refunds will go out
If you file electronically, the IRS says it should take 21 days or less to receive your refund. If you choose direct deposit, it should take even less time. If you file a paper return, the refund could take four weeks or more, and if your return requires amendments or corrections, it could take longer.
The IRS cautions that taxpayers not rely on receiving a refund by a certain date, especially when making major purchases or paying bills.
How to check the status of your refund
Taxpayers can use the online tool Wheres My Refund? to check the status of their refund within 24 hours of e-filing and generally within four weeks of filing a paper return. The Wheres My Refund? tool will also provide projected deposit dates for most early EITC/ACTC refund filers by Feb. 21, according to the IRS.
Information related to this tool is updated once daily, overnight. To access the status of your refund, youll need:
Your Social Security or individual taxpayer ID number (ITIN)
Taxpayers can also consult the IRS2Go app, or their IRS Individual Online Account, to check their refund status.
How tax refunds work
If you paid more through the year than you owe in tax, due to withholding or other reasons, you should get money back. Even if you didnt pay excess tax, you may still get a refund if you qualify for a refundable credit, like the Earned Income Tax Credit (EITC) or Child Tax Credit. To get your refund, you must file a return, and you have three years to claim a tax refund.
Who qualifies for the Earned Income Tax Credit
To qualify for the EITC, you must have under $11,950 in investment income and earn less than a specific income level from working.
If youre single with no children, your income level must be $19,104 or below. And if youre married filing jointly with three or more children, you must make $68,675 or below. To determine if your household qualifies based on your marital status and your number of dependents you can use the online EITC Assistant tool.
Who qualifies for the Child Tax Credit and Additional Child Tax Credit
If you have a child, you are most likely eligible for the Child Tax Credit. The credit is up to $2,200 per qualifying child. To qualify, a child must:
Have a Social Security number
Be under age 17 at the end of 2025
Be your son, daughter, stepchild, eligible foster child, brother, sister, stepbrother, stepsister, half-brother, half-sister, or a descendant of one of these (for example, a grandchild, niece or nephew)
Not provide more than half of his or her own support for the tax year
Have lived with you for more than half the tax year
Be claimed as a dependent on your tax return
Not file a joint return for the year (or filed the joint return only to claim a refund of taxes withheld or estimated taxes)
Be a U.S. citizen, U.S. national or a U.S. resident alien
You qualify for the full amount of the Child Tax Credit for each qualifying child if you meet all eligibility factors and your annual income is not more than $200,000 ($400,000 if filing a joint return).
You qualify for the Additional Child Tax Credit if ($1,700 per qualifying child) if you meet these factors and have little or no federal income tax liability. You must have earned income of at least $2,500 to be eligible for the ACTC.
When the tax credits will become available
The IRS expects most refunds for the Earned Income Tax Credit, the Child Tax Credit and the Additional Child Tax Credit to be available in bank accounts or on debit cards by March 2 for taxpayers who choose direct deposit. Some taxpayers may receive their refund earlier, depending on their financial institution.
Whats different this year
This year, most taxpayers must provide their routing and account numbers to receive refunds directly deposited into their bank accounts. That’s because the IRS began phasing out paper tax refund checks on Sept. 30 in accordance with an executive order.
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The Associated Press receives support from the Charles Schwab Foundation for educational and explanatory reporting to improve financial literacy. The independent foundation is separate from Charles Schwab and Co. Inc. The AP is solely responsible for its journalism.
Cora Lewis, Associated Press
Virginia-based Gerber Products Company is voluntarily recalling limited batches of Gerber Arrowroot Biscuits, a cookie-like snack meant for children 10 months or older.
On January 26, the baby food and snack producer issued the voluntary recall due to the potential presence of soft plastic and paper pieces that “should not be consumed,” the company said this week.
The material comes from a supplier of arrowroot flour that initiated its own recall, Gerber said. The company said it was no longer working with the supplier, though it did not name the supplier in its recall notice on Monday.
No illnesses or injuries have been reported. Gerber says it is issuing the recall “out of an abundance of caution.” On Wednesday, the Food and Drug Administration (FDA) published the recall notice on its website.
What products are included in the recall?
The nationwide recall applies to limited batches of 5.5-ounce Gerber Arrowroot Biscuits, produced between July 2025 and September 2025. Gerber emphasizes that no other products are impacted.
Product packaging images and other details are included n the FDA’s website. Gerber markets the products as “crawler snacks,” and “baby’s first biscuit,” noting that the treats dissolve easily. It alternatively describes the product as cookies.
Customers should check the back of the product packaging to verify whether their package is included in the recall.
Each package has a 10-digit batch code listed next to the best-before date. The best-before dates range from mid-October into mid-December 2026. The full list of batch codes is available on Gerber’s website.
[Photo: via FDA]
Fast Company contacted Gerber to ask for more information about the arrowroot flour supplier. We will update this story if we get a reply.
Impacted products should not be consumed
Customers who have purchased the impacted product should not feed it to their child. They should return the product to the retailer where it was purchased for a refund. All-day consumer support is available by calling 1-800-4-GERBER (1-800-443-7237).
Gerber is a subsidiary of Swiss multinational food giant Nestlé S.A.
Journalist Ira Glass, who hosts the NPR show This American Life, is not a computer scientist. He doesnt work at Google, Apple, or Nvidia. But he does have a great ear for useful phrases, and in 2024, he organized an entire episode around one that might resonate with anyone who feels blindsided by the pace of AI development: Unprepared for what has already happened.
Coined by science journalist Alex Steffen, the phrase captures the unsettling feeling that the experience and expertise youve built up may now be obsoleteor, at least, a lot less valuable than it once was.
Whenever I lead workshops in law firms, government agencies, or nonprofit organizations, I hear that same concern. Highly educated, accomplished professionals worry whether there will be a place for them in an economy where generative AI can quicklyand relatively cheaplycomplete a growing list of tasks that an extremely large number of people currently get paid to do.
Seeing a future that doesnt include you
In technology reporter Cade Metzs 2022 book, Genius Makers: The Mavericks Who Brought AI to Google, Facebook, and the World, he describes the panic that washed over a veteran researcher at Microsoft named Chris Brockett when Brockett first encountered an artificial intelligence program that could essentially perform everything hed spent decades learning how to master.
Overcome by the thought that a piece of software had now made his entire skill set and knowledge base irrelevant, Brockett was actually rushed to the hospital because he thought he was having a heart attack.
My 52-year-old body had one of those moments when I saw a future where I wasnt involved, he later told Metz.
In his 2018 book, Life 3.0: Being Human in the Age of Artificial Intelligence, MIT physicist Max Tegmark expresses a similar anxiety.
As technology keeps improving, will the rise of AI eventually eclipse those abilities that provide my current sense of self-worth and value on the job market?
The answer to that question, unnervingly, can often feel outside of our individual control.
Were seeing more AI-related products and advancements in a single day than we saw in a single year a decade ago, a Silicon Valley product manager told a reporter for Vanity Fair back in 2023. Things have only accelerated since then.
Even Dario Amodeithe co-founder and CEO of Anthropic, the company that created the popular chatbot Claudehas been shaken by the increasing power of AI tools. I think of all the times when I wrote code, he said in an interview on the tech podcast Hard Fork. Its like a part of my identity that Im good at this. And then Im like, oh, my god, theres going to be these (AI) systems that [can perform a lot better than I can].
The irony that these fears live inside the brain of someone who leads one of the most important AI companies in the world is not lost on Amodei.
Even as the one whos building these systems, he added, even as one of the ones who benefits most from (them), theres still something a bit threatening about (them).
Autor and agency
Yet as the labor economist David Autor has argued, we all have more agency over the future than we might think.
In 2024, Autor was interviewed by Bloomberg News soon after publishing a research paper titled Applying AI to Rebuild Middle-Class Jobs. The paper explores the idea that AI, if managed well, might be able to help a larger set of people perform the kind of higher-valueand higher-payingdecision-making tasks currently arrogated to elite experts like doctors, lawyers, coders and educators.
This shift, Autor suggests, would improve the quality of jobs for workers without college degrees, moderate earnings inequality, andakin to what the Industrial Revolution did for consumer goodslower the cost of key services such as healthcare, education and legal expertise.
Its an interesting, hopeful argument, and Autor, who has spent decades studying the effects of automation and computerization on the workforce, has the intellectual heft to explain it without coming across as Pollyannish.
But what I found most heartening about the interview was Autors response to a question about a type of AI doomerism that believes that widespread economic displacement is inevitable and theres nothing we can do to stop it.
The future should not be treated as a forecasting or prediction exercise, he said. It should be treated as a design problembecause the future is not (something) where we just wait and see what happens. We have enormous control over the future in which we live, and [the quality of that future] depends on the investments and structures that we create today.
At the starting line
I try to emphasize Autors point about the future being more of a design problem than a prediction exercise in all the AI courses and workshops I teach to law students and lawyers, many of whom fret over their own job prospects.
The nice thing about the current AI moment, I tell them, is that there is still time for deliberate action. Although the first scientific paper on neural networks was published all the way back in 1943, were still very much in the early stages of so-called generative AI.
No student or employee is hopelessly behind. Nor is anyone commandingly ahead.
Instead, each of us is in an enviable spot: right at the starting line.
Patrick Barry is a clinical assistant professor of law and director of Digital Academic Initiatives at the University of Michigan.
This article is republished from The Conversation under a Creative Commons license. Read the original article.
A startup called Adapt is betting that it can be an AI hub connecting other software tools to help answer questions and get things done.
When users pose questions or ask for help with a business task, Adapt can answer based on information from the web and business data to which its been given access, similar to other AI tools. But it can also automatically launch a virtual machine, essentially a computer in the cloud from which it can connect to a wide range of internet-based software, pull information from databases, and craft custom code to analyze data and create charts and visualizations.
Its an approach that cofounder and CEO Jim Benton says lets users with minimal coding experience work with data from a wide variety of sources, from customer-relationship management software to email programs, without needing to involve engineers or download and manipulate cumbersome datasets on their own computers. Adapts AI can provide detailed information about everything from sales trends to marketing spending based on live access to relevant data, and it can freely merge and compare data from multiple cloud-based business software products in ways that the AI increasingly built into those individual products often cant, says Benton.
The challenge that we see in the market right now is that people have all sorts of different, fragmented tools in their company, Benton says. So if you want to understand the business, you are trying to stitch together all these different pieces.
Adapt ships with built-in integrations with a variety of common software, and it can generate the SQL code needed to pull information from database systems. And it can also write code to connect to less common tools and custom software if its provided with API documentation and the right credentials. That means that to answer a question about, say, customer churn, the AI might pull numbers and written notes from a CRM, a credit card processor, and a customer support ticketing system, merging and processing all that data without the need for human coding expertise.
[Screenshot: Adapt]
Once it accesses and analyzes the relevant data, it can provide quick answers through chat or Slack, generate charts and slideshows, andunlike some competing AI toolspush updated information to external cloud systems.
One of the most incredible things about Adapt is giving it permission to write data, which I never thought I would be okay with an AI getting, says Jonathan Nahin, founder of corporate gift-giving platform RevSend.
[Screenshot: Adapt]
Nahin says RevSend uses Adapt for tasks like crunching sales numbers and validating that custom gifts that its customers commission match their design requirements. But RevSend also uses the tool to update its sales contact databases, merging in information like contact locations from other data sources. Thats a pain to do manually and even to automate with other tools, Nahin says, but easy to explain verbally to the Adapt AI, which can set up a suitable process and run it on a regular schedule.
Tech-savvy users can also review Adapt-generated code before relying on it for important figures or database updates, and users can ask the AI to make tweaks to its processes as needed, Benton says.
You can go through the code and see exactly what the query was, says Benton.
[Screenshot: Adapt]
Other companies have also recently announced AI tools that can help with work tasks and data analysis, like Anthropics Claude Cowork and Slacks recently upgraded Slackbot. But Benton says he believes that San Francisco-based Adaptwhich just announced a $10 million seed round, on top of a $3 million pre-seed round announced in Augusthas an edge through its ease of integration with other software and its virtual machine approach, which doesnt require users to locally run its software or data. The company initially onboarded new customers individually, aiding with integration, and recently added self-service options.
Unlike some other AI tools, Adapt doesnt charge a monthly per-user fee, instead charging based on usage. Charges cover the cost of connecting to a variety of AI models, with Adapt routing different queries to different models based on their expertise, and computation by the virtual machines. Businesses can set up spending alerts and thresholds to avoid surprise charges, says Benton. And Adapt, which calls itself the AI computer for business, works with customers to help ensure they get a good return on their spending, often by letting humans focus on work other than data manipulation.
I think you’re just going to find that there’s more time for the humans to tackle the real work nd the real value than stitching together and chasing down the metrics, Benton says.
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In the second half of 2025, there was a notable jump in delistings, as some home sellersparticularly in the Sun Beltwho couldnt get their desired price decided to pull their homes off the market. Indeed, U.S. delistings as a share of inventory ticked up to 5.5% in fall 2025a decade-high reading for that time of year.
In December 2025, ResiClub noted to readers: Looking ahead, in markets seeing the biggest jumps in delistings right now, many of those listings will likely return to the resale market in spring 2026or test out the rental market.
Fast-forward to January 2026, and we are indeed seeing an upswing in relistings, according to Compass chief economist Mike Simonsens analysis of Altos Research data.
A relisted property is a home that was previously listed for sale, taken off the market (expired, withdrawn, or canceled), and then later put back on the market.
Relistings as a share of single-family housing inventory for sale:
January 24, 2025 > 10.1%
January 23, 2026 > 11.0%
Total relistings:
January 24, 2025 > 64,410
January 23, 2026 > 76,426
What housing markets are most likely to see the biggest upswing in relistings over the coming months?
The answer, of course, is the markets that saw the most delistings last fall. Last fall, Midwestern marketswhich, relatively speaking, remain on the tighter sidesaw the fewest delistings. Meanwhile, weaker and softer housing markets in places like Texas and Florida saw the highest levels of delistings.
Why should buyers pay attention?
Rising relistings can create buying opportunities. A relisted home often signals that the property was previously marketed, failed to transact at the sellers desired price, and is now returning with perhaps more realistic expectations. That dynamic can produce real seller fatigue, as months of showings, price cuts, and stalled negotiations reset pricing psychology and increase willingness to negotiate on price, concessions, repairs, or rate buydowns.
Relistings also give buyers an information advantage by revealing prior list prices, time on market, and whether earlier deals fell apart, helping anchor offers to true market-clearing levels rather than aspirational pricing.
Savvy buyersand their agentsshould always do their homework and confirm whether a property was listed in the prior year, how pricing evolved, and why it didnt sell, as that context can materially strengthen negotiating leverage.
AI slop seems to be everywhere. Low-quality digital content made with artificial intelligence has flooded our feeds, screens and speakers. Is there anything we can do about it?
If you want fewer cartoonish videos of dead celebrities, creepy or absurd images or fake bands playing synthetic tunes, a few platforms have rolled out settings and features to help minimize AI-generated content.
Here is a guide on how to use them. But first, a caveat from Henry Ajder, who advises businesses and governments on AI and has been studying deepfakes since 2018. He warned that it’s incredibly difficult to entirely remove AI slop content entirely from all your feeds.
He compared AI slop to the smog generated from the industrial revolution, when there weren’t any pollution controls in place.
It’s going to be very, very hard for people to avoid inhaling, in this analogy.
Pinterest
Pinterest’s move to lean into the AI boom made it something of a poster child for the AI slop problem, as users complained that the online moodboard for pinning inspirational material by themes has become overrun with AI content.
So Pinterest recently rolled out a tuner that lets users adjust the amount of AI content they see in their feeds.
It rolled out first on Android and desktop operating systems, before starting on a more gradual rollout on iOS.
Now, users can dial down the AI and add more of a human touch, Pinterest said, adding that it would initially cover some categories that are highly prone to AI modification or generation, such as beauty, art, fashion, and home decor.
More categories have since been added, including architecture, art, beauty, entertainment, mens, womens, and childrens fashion, health, home décor, and sport, food, and drink.
To use the tuner, go to Settings and then to refine your recommendations, and then tap on GenAI interests, where you can use toggles to indicate the categories you’d like to see less AI content.
TikTok
It’s no surprise that AI-generated videos proliferate on TikTok, the short-video sharing app. The company says there are at least 1.3 billion video clips on its platform it has labeled as AI-generated.
TikTok said in November it was testing an update to give users more control of the AI-generated content in their For You feeds. It’s not clear when it will be widely available. TikTok did not respond to requests for comment.
To see if you have it on the TikTok mobile app, go to Settings, then Content Preferences, then to Manage Topics where you’ll see a set of sliders to control various types of content, such as dance, humor, lifestyle, and nature.
You can also access the controls from the For You feed, by tapping the Share button on the side of a post, then tap Why this Video, then Adjust your For You, and then Manage topics.
There should be a new slider that allows you to dial down or turn up the amount of AI-generated content that you receive. If you don’t see it yet, it might be because you haven’t received the update yet. TikTok said late last year that it would start testing the feature in coming weeks.
These controls are not available on the desktop browser interface.
You won’t be able to get rid of AI content altogether TikTok says the controls are used to tailor the content rather than removing or replacing it entirely from feeds.
This means that people who love AI-generated history content can see more of this content, while those whod rather see less can choose to dial things down, it said.
Deezer
Song generation tools like Suno and Udio let users create music merely by typing some ideas into a chatbot window. Anyone can use them to spit out polished pop songs, but it also means streaming services have been flooded with AI tunes, often by accounts masquerading as real artists.
Among the music streaming platforms, only Deezer, a smaller European-based player, gives listeners a way to tell them apart by labeling songs as AI.
Deezer has been really, really pushing the anti-AI generation music narrative, said Henry Ajder.
Deezer says 60,000 fully AI-generated tracks, or more than 39% of the daily total, are uploaded to its platform every day and last year it detected and labeled more than 13.4 million AI tracks. The company says the people doing it are trying to make money by fraudulent streams.
Change your platform
If you can tear yourself away from Big Tech platforms, there is a new generation of apps targeting users who want to avoid AI.
Cara is a portfolio-sharing platform for artists that bans AI-generated work. Pixelfed is an ad-free Instagram rival where users can join different servers, or communities, including one for art that does not allow AI-generated content. Spread is a new social media platform with content for people who want to access human ideas and escape the flood of AI slop.
Watch out for the upcoming launch of diVine, a reboot of Twitter founder Jack Dorsey’s defunct short-form video app Vine. The app has only been available as a limited prerelease for Apple iOS. It promises No AI Slop and uses multiple approaches to detect AI. An Android beta app is expected soon. The company plans to launch it in app stores soon but needs more time to get ready for unexpectedly high demand.
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Is there a tech topic that you think needs explaining? Write to us at onetechtip@ap.org with your suggestions for future editions of One Tech Tip.
Kelvin Chan, AP business writer
