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Monetizers vs producers: How the AI industry might fracture in 2026
Economy

Monetizers vs producers: How the AI industry might fracture in 2026

by admin December 25, 2025
written by admin

The AI sector is expected to divide in 2026.

The final quarter of 2025 witnessed a tumult of tech sell-offs and recoveries, as circular transactions, debt offerings, and inflated valuations raised alarms about an AI bubble.

This kind of instability may indicate early signs of the evolution of AI investment as investors become more discerning about who is spending and who is profiting, as stated by Stephen Yiu, chief investment officer at Blue Whale Growth Fund.

So far, retail investors, particularly those exposed to AI via ETFs, have generally not distinguished between companies that have products but lack business models, those incurring losses to support AI infrastructure, and those benefiting from AI expenditures, Yiu told CNBC.

Currently, “every company seems to be succeeding,” yet AI is just beginning, he noted. “It’s crucial to differentiate” among various types of companies, which is “what the market might begin to do,” Yiu added.

This image, taken on April 20, 2018, in Paris, displays apps for Google, Amazon, Facebook, and Apple, along with the reflection of binary code on a tablet screen.
Lionel Bonaventure | Afp | Getty Images

He identifies three distinct groups: private companies or startups, publicly listed AI spenders, and AI infrastructure firms.

The first category, which encompasses OpenAI and Anthropic, attracted $176.5 billion in venture capital during the first three quarters of 2025, according to PitchBook data. In the meantime, major tech players like Amazon, Microsoft and Meta are the ones financing AI infrastructure providers like Nvidia and Broadcom.

Blue Whale Growth Fund assesses a company’s free cash flow yield, which is the cash a business generates after capital expenditures, relative to its stock price, to determine whether valuations are reasonable.

Many companies within the Magnificent 7 are “trading at a considerable premium” since beginning substantial investments in AI, Yiu remarked.

“When I evaluate valuations in AI, I prefer not to invest — even if I believe in the transformative potential of AI — in the AI spenders,” he elaborated, indicating that his firm prefers to be “on the receiving side” as AI allocations are likely to further affect company bottom lines.

The AI “fervor” is “concentrated within specific sectors rather than being widespread throughout the market,” Julien Lafargue, chief market strategist at Barclays Private Bank and Wealth Management, stated in a CNBC interview.

The greater risk resides with firms obtaining funding from the AI surge that have yet to turn a profit—”for instance, certain quantum computing-focused companies,” Lafargue noted.

“In such instances, it appears investor sentiment is driven more by hope than by substantial results,” he added, insisting that “differentiation is crucial.”

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The requirement for differentiation also signals a shift in the business models of Big Tech. Once asset-light enterprises are becoming more asset-intensive as they acquire the technology, resources, and real estate necessary to support their ambitious AI initiatives.

Corporations like Meta and Google have transitioned into hyperscalers that invest significantly in GPUs, data centers, and AI-based products, altering their risk profiles and business approaches.

Dorian Carrell, head of multi-asset income at Schroders, remarked that valuing these entities as software and capital-expenditure-light models may no longer be viable — particularly as firms continue to figure out funding for their AI strategies.

“We’re not asserting that it won’t succeed, we’re not claiming that it won’t manifest in the coming years, but we are suggesting that paying such a high multiple with lofty growth expectations integrated may be questionable,” Carrell told CNBC’s “Squawk Box Europe” on December 1.

This year, tech firms turned to the debt markets to finance AI infrastructure, but investors were wary of overreliance on debt. Although Meta and Amazon have raised funds this way, “they’re still in a net cash position,” Quilter Cheviot’s global head of technology research and investment strategist Ben Barringer informed CNBC’s “Europe Early Edition” on November 20 — a critical distinction from companies that may have tighter balance sheets.

The private debt markets “will be extremely intriguing next year,” Carrell added.

If expanding AI revenues do not exceed those costs, profit margins will tighten and investors will question their return on investment, Yiu stated.

Moreover, the performance differences between companies could widen as hardware and infrastructure depreciate. AI spenders will need to consider this in their investments, Yiu noted. “It’s not reflected in the P&L yet. Starting next year, gradually, it will complicate the figures.” 

“Hence, there will be increasing differentiation.” 

December 25, 2025 0 comments
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Authorities uncover an additional million documents that may be connected to the Epstein case
Global

Authorities uncover an additional million documents that may be connected to the Epstein case

by admin December 24, 2025
written by admin

Federal officials in the US have identified over a million additional documents potentially connected to the deceased pedophile Jeffrey Epstein, which they intend to disclose in the forthcoming days and weeks, according to officials.

The Department of Justice (DoJ) was informed by the FBI and federal attorneys in New York regarding this discovery.

“Our lawyers are tirelessly reviewing and preparing the necessary legal redactions to safeguard victims, and we aim to make the documents available as soon as we can,” the DoJ stated on Wednesday.

The department indicated that it might require “a few more weeks” for the full release of all files. The DoJ has come under fire for not having made all Epstein files public by the mandated deadline of December 19 under a new law.

The agency committed to “fully adhere to federal law and President Trump’s instructions to publish the files”.

The announcement did not clarify how the FBI and the US Attorney for the Southern District of New York stumbled upon the additional documents. Epstein was facing charges related to the trafficking of minors for sexual purposes in the state when he tragically passed away while awaiting trial in a New York jail.

This news follows the justice department’s release of thousands of documents, many of which were heavily redacted, pertaining to their investigations into Epstein.

The department has been issuing the documents in segments, and senior officials have asserted that hundreds of thousands of documents are still pending release.

The disclosures were made possible following Congress’s passage of the Epstein Files Transparency Act – which was enacted by US President Donald Trump – mandating the agency to publicly disclose all documents while safeguarding the identities of victims.

Numerous released documents, featuring videos, photos, emails, and investigative papers, have significant redactions, notably including the identities of individuals the FBI seems to identify as potential co-conspirators in the Epstein matter.

The justice department has been criticized by legislators from both parties concerning the volume of redactions, which, according to the law, are permissible only to protect the identities of victims and ongoing criminal investigations.

Following the announcement of the discovery of more documents, the leading Democrat on the House Oversight Committee, which has been probing the Epstein case, accused the White House of “illegally” withholding information.

“We witness lies, incompetence, missed deadlines, and illegal redactions every day,” Representative Robert Garcia expressed in a statement.

The law enacted by Congress and signed by Trump last month prohibits redactions of names and details that may be scandalous or inflict “reputational damage”.

It specifically requests the DoJ to provide internal communications and memos that elucidate who was investigated and the determinations made regarding whether to “charge, decline to charge, investigate, or forgo investigation into Epstein or his affiliates”.

Among the documents are emails that appear to have been exchanged between FBI staff in 2019, referencing 10 potential “co-conspirators” of Epstein.

The emails indicated that subpoenas had been served to six individuals within that group. This involved three from Florida, one from Boston, one from New York City, and one from Connecticut.

Identifying potential co-conspirators in Epstein’s offenses is a crucial priority for his victims and for several lawmakers who are calling for greater transparency from the justice department.

Earlier releases of Epstein-related documents revealed information that echoed across the Atlantic.

Peter Mandelson was dismissed as the UK’s envoy to the US after details surfaced about his association with the convicted pedophile and that he had told Epstein “I regard you highly”, the day before Epstein started serving time for soliciting prostitution from a minor in June 2008.

Lord Mandelson expressed in a letter to staff that he “deeply regrets” the situation surrounding his exit from the UK embassy in Washington DC. He remarked that serving as ambassador had been “the privilege of my life” and he feels “utterly dreadful” about his past association with Epstein and the suffering of his victims.

In October, Andrew Mountbatten-Windsor lost his royal title and was asked to vacate his Windsor residence, Royal Lodge, amidst intense examination of his connections to Epstein.

In the recent release of documents on Tuesday, a 2001 email sent by an individual referred to as “A” from “Balmoral” to Epstein’s confidante and associate Ghislaine Maxwell – who received a 20-year prison sentence in 2022 for trafficking minors and other crimes – inquired, “Have you found me some new inappropriate friends?”

The BBC has reached out to Andrew’s representatives for a comment. He has consistently denied any misconduct, asserting that he did not “observe, witness or suspect any behavior that contributed to his [Epstein’s] arrest and conviction”.

December 24, 2025 0 comments
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Being Santa Claus is a year-round vocation.
Tech/AI

Being Santa Claus is a year-round vocation.

by admin December 24, 2025
written by admin

More than a holiday job

Honestly, the most intriguing aspect of the study isn’t the three core types it outlines but the intimate portraits it offers of those who elect to work as professional Santas. A handful may earn six figures, yet the majority do not—and some even lose money performing as Santa—still they continue out of pure passion. Many professional Santas treat the role as integral to their lives rather than merely a seasonal position; they often shape their identities around it, regardless of whether they match the classic Kris Kringle stereotype. “My feeling is, if you’re Santa all the time, you have to live as Santa and give up whoever you are,” one participant said. “I’m just striving to be a better person.”

Some keep red and green in their wardrobes year-round or preserve a full white beard. One performer trained himself so that “Ho, ho, ho!” became his natural laugh; another transformed his home into “Santa’s house,” filling it with Christmas trees and Santa statuettes.

At times the work is performed as a role: a gay professional Santa, for example, intentionally conceals his sexual orientation while in character and appears publicly with a Mrs. Claus. Conversely, a female Santa who uses the name Lynx (many pros adopt stage names) and also serves as a church leader describes the position as a spiritual vocation: “I can connect with people and remind them they’re loved,” she said. (She also binds her chest when costumed because, in her words, “Santa doesn’t have them double-Ds.”)

Perhaps that sense of mission helps nontraditional Santas like Lynx endure occasional rejection. One Black Santa recounted losing a big-box-store gig once the interviewer learned his race and said the store didn’t hire Black or Hispanic Santas. “That hurt my heart so much,” he recalled. A Santa with a disability who uses a scooter in parades said other professionals criticized him for it—but he kept going.

And while Bad Santa (2003) may be an entertaining holiday film, real-life “bad Santas” — those seen smoking, drinking, swearing, or acting inappropriately — are frowned upon within the community. “You’re never off,” one subject observed. “You lose a little bit of your identity because you can’t let your hair down and be yourself. You don’t know who’s watching you.”

“You’re Santa Claus 24 hours a day, seven days a week, 52 weeks a year,” another Santa remarked. “If you act out, you risk shattering the magic.”

DOI: Academy of Management Journal, 2025. 10.5465/amj.2023.1161  (About DOIs).

December 24, 2025 0 comments
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Amazon confronts a 'leader's dilemma' — combat AI shopping bots or collaborate with them
Economy

Amazon confronts a ‘leader’s dilemma’ — combat AI shopping bots or collaborate with them

by admin December 24, 2025
written by admin

In this article

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Amazon CEO Andy Jassy could observe how profoundly artificial intelligence was transforming e-commerce.

In June, he informed employees that AI assistants would soon begin to permeate everyday life, “from shopping to travel to daily chores and tasks.”

Four months afterwards, Jassy mentioned during an earnings call that Amazon aims to collaborate with third-party agents and has been in discussions with several providers, although he did not disclose names.

Currently, Amazon is seeking to recruit a head of corporate development to assist in establishing strategic alliances in domains such as “agentic commerce,” as indicated in a recent job listing.

Amazon’s swift shift in its perspective on AI-driven commerce highlights how rapidly online retail is evolving, and the dangers the company faces if it doesn’t take decisive steps to retain oversight of its future.

The firm has observed how OpenAI, Google, Perplexity and Microsoft have introduced a surge of e-commerce assistants recently aimed at changing the shopping experience. Instead of going to Amazon, Walmart or Nike directly, shoppers could depend on AI agents to perform the tedious task of searching the web for the best price or ideal product, then purchase the item without leaving a chatbot interface.

The initial shopping agents from AI innovators appeared about a year ago. Consulting firm McKinsey estimated that agentic commerce could yield $1 trillion in U.S. retail revenue by 2030.

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This trend presents a challenge to Amazon’s profit margins and customer relations. When a customer employs ChatGPT to initiate a transaction, for instance, OpenAI charges “a small fee” for each sale.

“With an agent on ChatGPT, retailers risk losing transactions on their platform to pay a toll on someone else’s highway for the same transaction,” Sucharita Kodali, a retail analyst at Forrester, remarked in a conversation.

Some firms are seeking to find a balance between collaborating with agent providers and competing against them. Walmart, Shopify and others have embraced a ‘frenemy’ strategy, announcing collaborations with AI firms while simultaneously enhancing their own tools and establishing boundaries on how agents may access their platforms.

Shopify CEO Tobi Lutke stated in a post on X on Tuesday that his company is “constructing all the layers of infrastructure to facilitate a new cambrian explosion of creativity in shopping.”

“I am truly thrilled about Agentic Commerce,” Lutke expressed. “There’s so much remarkable innovation happening. Everything I try feels delightful and right.”

Amazon has predominantly been in a defensive posture.

The company recently updated the underlying code of its website to prevent external AI agents from crawling it, as part of an initiative to protect its valuable training data from competitors. As of Tuesday, Amazon had barred 47 bots, including those from all the major AI firms, according to its website.

Amazon has even taken legal action. In November, Amazon sued Perplexity over an assistant in the startup’s Comet browser that permits it to make purchases on a user’s behalf. The company contended that Perplexity attempted to “conceal” its agents to continue scraping Amazon’s website without authorization.

Perplexity labeled the lawsuit a “bully tactic.”

Meanwhile, Amazon is investing substantially in its own AI technologies. The company introduced a shopping chatbot named Rufus last February, and has been evaluating an assistant called Buy For Me, capable of purchasing goods from other sites directly within Amazon’s e-commerce application.

Personalized shoppers

Morgan Stanley anticipates that by 2030, nearly half of American shoppers will utilize AI agents, and this technology could contribute up to $115 billion in U.S. e-commerce spending.

“We believe agentic commerce — essentially the capability to have a personal interactive digital shopper — is poised to be the next significant GenAI-enabled breakthrough,” Morgan Stanley analysts indicated in a November report.

They observed that a modest single-digit percentage of consumers currently initiate their “purchase journey” through AI, yet this could rise over time as around 40% to 50% of Americans presently use AI for product research.

Traffic directed from AI chatbots to U.S. retail websites has surged in recent months, particularly during the holiday season, but studies indicate that Google searches still outperform in terms of conversion rates and revenue per session.

AI-driven shopping remains an emerging market.

OpenAI’s Instant Checkout feature, introduced in ChatGPT in September, is only available for select products sold by Walmart, Shopify, Target and Etsy. Customers can only buy one item at a time, and they can’t link loyalty memberships like Walmart+.

Agents are also susceptible to errors.

Scot Wingo, founder of e-commerce software firm ReFiBuy, recently tried Perplexity’s Instant Buy feature that enables users to shop directly within its search engine.

Wingo attempted to buy a cable-knit sweater from Abercrombie & Fitch, but Perplexity’s agent continuously displayed error messages, even though both items were available on the retailer’s site. He ultimately abandoned the effort.

Earlier this month, Wingo was searching for a coffee maker on ChatGPT when it suggested a Breville espresso machine. Upon clicking the product, he was taken aback to see an image of a garden rake.

“These crawlers obtain this data, and you never know precisely what they will retrieve,” Wingo mentioned.

‘Leader’s dilemma’

As Amazon considers its forthcoming strategy regarding shopping agents, it is discreetly permitting them to access certain of its properties.

Subsidiaries such as shoe retailer Zappos, fashion website Shopbop and deals site Woot do not seem to have any provisions restricting agents in their robots.txt files, which specify how crawlers can explore particular web pages.

“Often, they will utilize the subsidiaries for experimentation,” Wingo noted. “Zappos possesses its own experience and database, so it’s not as if they’re completely unleashing everything.”

The company could ultimately adopt strategies employed by its competitors if it decides to allow agents access to its main e-commerce platform. Shopify and Walmart have established parameters around what external shopping agents are permitted to do on their platforms.

Amazon may be open to allowing agents access to its catalog, but it likely aims to safeguard more critical data from its rivals, Wingo stated, including its extensive collection of customer reviews and sales rankings, both of which indicate a product’s quality and can enhance an AI chatbot’s responses.

“Those are probably the two most proprietary data points that, if I’m Amazon, I want to secure,” Wingo remarked.

Amazon isn’t abandoning its in-house tools.

Rufus’ functionality has improved since Amazon initially launched it last year, and the company has been promoting the chatbot across more segments of its site to boost user adoption.

Amazon recently introduced a feature that enables Rufus to automatically purchase items on behalf of a Prime user once they reach a certain price. The chatbot now also recommends products from various websites, not solely from Amazon.

In recent weeks, Amazon has begun experimenting with a feature that allows Rufus to develop custom shopping guides, akin to OpenAI’s “shopping research” tool launched last month.

“Instead of the innovator’s dilemma, I would classify Amazon as facing what I term the leader’s dilemma,” stated Jordan Berke, founder and CEO of retail consulting firm Tomorrow. “Their market presence is so substantial that they stand to lose the most.”

WATCH: How Amazon came to dominate the U.S. apparel market

December 24, 2025 0 comments
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Sony's enhanced PlayStation 5 Pro is discounted by $100 for the remainder of today.
Tech/AI

Sony’s enhanced PlayStation 5 Pro is discounted by $100 for the remainder of today.

by admin December 24, 2025
written by admin

  • PlayStation

The savings may not be substantial enough to justify the upgrade, but we’ll leave that decision up to you.

The savings may not be substantial enough to justify the upgrade, but we’ll leave that decision up to you.

Dec 24, 2025, 3:00 PM UTC
The PS5 Pro, a new PlayStation in white, with black strakes along its sides.
The PS5 Pro, a new PlayStation in white, with black strakes along its sides.
Cameron Faulkner
Cameron Faulkner is an editor focused on deals and gaming hardware. He has been part of the team since 2018, and after a two-year period at Polygon, he returned to The Verge in May 2025.

Sony’s entire range of PlayStation 5 consoles saw a price increase in August due to higher US tariffs, but now until Christmas, a $100 discount is available on multiple models. This deal is particularly appealing if you were considering the premium PS5 Pro, the most expensive and powerful console offered by Sony. Typically priced at $749.99, it can currently be found at Amazon, Walmart, and Target for approximately $689.99. Sony’s PlayStation Direct store mentions that the PS5 Pro promotion ends on December 25th at 3AM ET, although lower-priced models may still be discounted afterwards.

The PS5 Pro enhances many games to their optimal resolution while making substantially fewer compromises than the regular PS5 regarding visual enhancements (especially in ray tracing and shadow detail). Certain titles simply appear better or run more smoothly on the Pro compared to the standard PS5, whereas others exhibit both enhanced visuals and better performance. However, it’s essential to highlight that the PS5 Pro does not include a disc drive, limiting it to digital games, although you can acquire an optional drive for $80 later on if you choose to do so.

The PlayStation 5 Pro is equipped with a more powerful GPU than any other PS5 variant, boasting double the internal storage of the existing slim versions (2TB compared to 1TB). Another significant feature unique to the Pro is PSSR (PlayStation Spectral Super Resolution), which employs AI to upscale graphics in compatible games for improved image quality. The performance differences between the Pro and the base PS5 are apparent across various titles, although it’s fair to say that no game has yet made the upgrade an indispensable choice. Nonetheless, if a lower price is all the motivation you require to make the leap, it’s an excellent opportunity to purchase one now.

Check out our detailed PS5 Pro review.
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  • Cameron Faulkner
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December 24, 2025 0 comments
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SPEED Act clears the House despite amendments that jeopardize clean power projects
Tech/AI

SPEED Act clears the House despite amendments that jeopardize clean power projects

by admin December 24, 2025
written by admin

Levin and Davis both cited a July memo from the Department of the Interior that requires elevated sign-off from Interior Secretary Doug Burgum for every wind and solar project on federal land.

“The administration isn’t even returning project developers’ phone calls. They aren’t responding to submitted applications,” Davis said. “That kind of approach stands in sharp contrast with the ‘white glove, concierge service’—and that’s a quote from the Trump administration—the assistance they’re providing to fossil fuel companies to access our public lands.”

Opponents of the SPEED Act also reject the notion that NEPA reviews are a leading cause of permitting slowdowns, pointing out that analyses from the Congressional Research Service and other organizations have found little evidence to support those claims.

“What’s often missing in discussions about NEPA is the empirical research that exists, and there’s a lot of it,” said Jarryd Page, a staff attorney at the Environmental Law Institute, in a September interview with Inside Climate News.

Page said that research highlights limited resources as a major bottleneck — for example, too few staff to carry out environmental reviews or personnel who lack sufficient experience and technical expertise.

The debate over NEPA and permitting reform will now move to the Senate, where analysts expect the SPEED Act to be further revised.

“I expect that as the bill moves forward in the Senate, we’ll likely see a neutral, across-the-board approach to ensure the process is fair to all technology types,” Xan Fishman, an energy policy expert at the Bipartisan Policy Center, told ICN after Thursday’s vote.

Fishman emphasized it will be important to prevent permits from being abruptly revoked for political reasons and said he was hopeful about how the Senate would refine the SPEED Act.

“It’s encouraging to see Congress so engaged on permitting reform,” he said. “Both sides of the aisle recognize the need to do better.”

This article first appeared on Inside Climate News, a nonprofit, nonpartisan news organization covering climate, energy and the environment. Sign up for their newsletter here.

December 24, 2025 0 comments
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TV Technica: The shows we loved most in 2025
Tech/AI

TV Technica: The shows we loved most in 2025

by admin December 24, 2025
written by admin

Editor’s note: Caution: While we’ve tried to steer clear of major plot reveals, this roundup does contain a few specific mentions of some of the listed series that certain readers might view as spoilers.

This was a strong year for television, with long-running favorites sitting alongside several compelling newcomers. Streaming services were the big winners, led by Netflix and Apple TV, which contribute seven and five entries to our list respectively. Genre-wise there’s plenty of variety: period dramas (The Gilded Age, Outrageous), superheroes (Daredevil: Born Again), mysteries (Ludwig, Poker Face, Dept. Q), political thrillers (The Diplomats, Slow Horses), science fiction (Andor, Severance, Alien: Earth), broody fantasy (The Sandman), and even an offbeat nature documentary (Underdogs).

As before, our list is unranked except for a single “year’s best” pick at the very end, so scan the range of genres and options — you might find some unexpected additions for your watchlist. Feel free to visit the comments and share your favorite TV shows released in 2025.

Underdogs (National Geographic/Disney+)

a honey badger investigates a logg in South Africa


Credit:

National Geographic/Doug Parker

Most people have watched a nature documentary or two over the years, so the form is familiar: sweeping, majestic footage of impressive animals paired with solemn, high-toned narration (often in a crisp British accent). Underdogs takes a markedly different tack. Narrated with comic irreverence by Ryan Reynolds, the five-part series spotlights nature’s less glamorous inhabitants—the outcasts and benchwarmers better known for “unconventional hygiene choices” and “unsavory courtship rituals.” (It’s rated PG-13 for a bit of scatalogical humor and some explicit Nature Sexy Time scenes.)

Each episode adopts a distinct genre framework. “Superheroes” showcases the surprising powers of the honey badger, the pistol shrimp, and the transparent glass frog, among others, augmented with comic-book graphics; “Sexy Beasts” examines odd mating rituals through the conceit of a romantic advice column; “Terrible Parents” catalogs nature’s worst parenting moves in the style of a parenting guide; “Total Grossout” delivers exactly what its title promises; and “The Unusual Suspects” plays out as a heist story, following a macaque’s attempt to assemble the perfect team of deception specialists (an inside man, a decoy, a fall guy, etc.). Green Day even wrote and recorded a special theme song for the opening credits.

December 24, 2025 0 comments
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In 2025, AI emerged as a focal point for gamers and developers
Tech/AI

In 2025, AI emerged as a focal point for gamers and developers

by admin December 24, 2025
written by admin

  • Entertainment

Generative AI made an appearance in the year’s most prominent releases, including the game of the year.

Generative AI made an appearance in the year’s most prominent releases, including the game of the year.

Dec 24, 2025, 1:00 PM UTC
258090_EOY_2025_CVirginia_AI_GAMING
258090_EOY_2025_CVirginia_AI_GAMING
Ash Parrish
Ash Parrish is a journalist focusing on the business, culture, and communities surrounding video games, emphasizing marginalized gamers and the unique, vibrant culture of gaming communities.

The year 2025 marked the rise of generative AI within the video game industry. Its implementation was discovered in some of the year’s most popular titles, with executives from leading game studios asserting that it is integrated throughout the industry, including their own development workflows. Meanwhile, grassroots developers, particularly in the indie sector, are resisting its infiltration, devising methods to indicate their games are free of generative AI.

Generative AI has effectively supplanted NFTs as the trendy pursuit among publishers. Advocates contend that this technology will serve as a potent democratizing force in game development, as gen AI’s capability to blend images, text, audio, and video could reduce development timelines and lower budgets — tackling two significant issues afflicting the industry at present. In line with this notion, several game studios have declared collaborations with generative AI firms.

Ubisoft possesses technology capable of producing short dialogue segments known as barks, and features gen-AI powered NPCs with whom players can communicate. EA has formed a partnership with Stability AI, while Microsoft employs AI for gaming analysis and generation. Beyond formal collaborations, major game companies like Nexon, Krafton, and Square Enix are openly welcoming generative AI.

Consequently, generative AI is beginning to make a substantial impact in gaming. Until now, the application of generative AI had been confined to niche cases — either prototypes or simple, low-quality games often overlooked among the vast number of titles launched on Steam annually. However, now, generative AI is appearing in the biggest releases of the year. ARC Raiders, one of the standout multiplayer shooters of the year, utilized generative AI for character dialogue. Call of Duty: Black Ops 7 employed generative AI images. Also, 2025’s Game of the Year, Clair Obscur: Expedition 33, included generative AI images before they were discreetly removed.

Responses to this intrusion from players and developers have been varied. Generally, players appear to disapprove of generative AI in games. When generative AI assets were found in Anno 117: Pax Romana, the developer Ubisoft claimed these assets “slipped through” the review process and they were subsequently removed. Conversely, when generative AI assets were discovered in Black Ops 7, Activision acknowledged the finding but retained the images in the game. The critical reception has also been uneven. ARC Raiders received poor ratings, with reviewers specifically pointing to the use of generative AI as a factor. However, Clair Obscur was largely acclaimed, with its use of generative AI, albeit temporary, rarely mentioned.

It appears that developers are aware of the public’s aversion to generative AI yet are hesitant to abandon its use. After generative AI assets were identified in Black Ops 7, Activision stated it utilizes the technology to “empower” developers, not to replace them. When discussing the presence of generative AI in Battlefield 6, EA VP Rebecka Coutaz described the technology as alluring but assured that it wouldn’t be included in the final release. Swen Vincke, CEO of Baldur’s Gate 3 developer Larian, mentioned that generative AI is utilized in the studio’s upcoming game Divinity solely for concept generation. He asserted that everything in the final product would be crafted by humans, while hinting at the reasoning behind game developers’ insistence on incorporating the technology despite the backlash they often face when discovered.

“This is a tech-driven industry, so you explore options,” he told Bloomberg reporter Jason Schreier during an interview. “You can’t afford to ignore opportunities because if someone discovers a breakthrough and you’re not utilizing it, you’re done for.”

Comments from other CEOs support Vincke’s assertion. Junghun Lee, the CEO of ARC Raiders’ parent company Nexon, remarked in an interview that, “It’s crucial to assume that every game studio is now employing AI.”

The challenge lies in the fact that generative AI does not seem to fulfill the lofty expectations set by its advocates. Last year, Keywords Studios, a game development service provider, released a study on developing a 2D video game entirely using generative AI tools. The company noted that while generative AI can streamline certain development operations, it ultimately cannot substitute the contributions of human talent. The discovery of generative AI in Call of Duty and Pax Romana occurred precisely because of the subpar quality of the assets uncovered. In Ubisoft’s interactive generative AI NPCs, the dialogue produced often comes across as unnatural and awkward. Players in the 2025 Chinese martial arts MMORPG Where Winds Meet are manipulating its AI chatbot NPCs to exploit the game, similar to how Fortnite players managed to make AI-powered Darth Vader curse.

Despite the many promises associated with generative AI, its current outcomes do not meet expectations. So, why is it ubiquitous?

One explanation is the potential competitive advantage AI may offer, albeit one not yet realized, as Swen Vincke hinted in his discussion with Bloomberg. Another reason is more straightforward: it’s the economy, stupid. In spite of inflation, declining consumer confidence, and rising unemployment, the stock market continues to thrive, buoyed by the immense sums being invested in AI technology. Game developers in pursuit of funds to sustain their operations and profits wish to capitalize on that. Announcing AI initiatives and showcasing the application of AI tools — even if these tools exert a relatively minor influence on the final product — can serve as a means of signaling to AI-hungry investors that a game studio is deserving of their investment.

This may clarify why the majority of generative AI’s advocates in gaming are found among the C-suite of AAA studios rather than smaller indie firms that almost uniformly reject the technology. Indie developers face the same economic pressures as larger studios but lack the extensive resources to manage those pressures. Interestingly, indie developers are the ones who could benefit most from the technology but, up to this point, have emerged as its staunchest critics. They are countering claims that generative AI is pervasive and utilized by all, with some marking their games with anti-AI logos to declare that their products were developed solely by humans.

For some indie creators, the use of generative AI undermines the essence of game development altogether. The challenge of generating ideas and devising solutions to development challenges — the very elements that generative AI is purported to automate — constitute a significant part of the charm of game development for them. There are also ethical and environmental considerations that indie developers appear particularly attuned to. Outputs from generative AI are compiled from pre-existing works that were frequently used without consent or recompense. AI data centers are notorious for their excessive energy consumption and polluting adjacent regions, which are often concentrated in low-income and marginalized communities.
With its unfulfilled promises and currently lackluster outcomes, generative AI is easily likened to gaming’s latest passing trend similar to NFTs. However, with the industry’s major players increasingly acknowledging their utilization of it, generative AI is set to remain a contentious topic in game development — until the technology matures, or, as with NFTs, the bubble bursts.

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Zelensky advances towards demilitarized areas in newest peace proposal for Ukraine
Global

Zelensky advances towards demilitarized areas in newest peace proposal for Ukraine

by admin December 24, 2025
written by admin
17 hours ago

Paul KirbyEurope digital editor

Getty Images President of Ukraine Volodymyr Zelenskyy gives a speech during a ceremonial event on the Day of Diplomatic Service Workers at the Hennadii Udovenko Diplomatic Academy of Ukraine of the Ukrainian Foreign Ministry in Kyiv, Ukraine, on December 22, 2025Getty Images

Volodymyr Zelensky of Ukraine has outlined an updated peace proposal that includes the possibility of withdrawing Ukrainian forces from the eastern region and establishing a demilitarized zone in their stead.

While detailing the 20-point plan that US and Ukrainian representatives settled on in Florida over the weekend, Zelensky stated that Russia would provide a response on Wednesday following discussions with the Americans.

He characterized the plan as “the primary framework for concluding the conflict,” indicating it suggests security assurances from the US, NATO, and European nations for a coordinated military response should Russia re-invade Ukraine.

When addressing the significant issue of Ukraine’s eastern Donbas region, Zelensky pointed to a “free economic zone” as a feasible alternative.

He informed reporters that given Ukraine’s opposition to withdrawal, US negotiators aimed to create a demilitarized zone or a free economic zone. Any region vacated by Ukrainian forces would need to be monitored by Ukraine, he emphasized.

“There are two alternatives,” Zelensky remarked, “either the conflict continues, or we must reach a conclusion regarding all potential economic zones.”

The 20-point plan is perceived as a revised version of the original 28-point document earlier reached by US envoy Steve Witkoff and the Russians weeks ago, which was viewed as heavily aiming to meet the Kremlin’s demands.

The Russians have maintained that Ukraine must retreat from nearly a quarter of its territory in the eastern Donetsk region in exchange for a peace agreement. The remainder is already under Russian control.

Sensitive matters, including territorial disputes, would need to be handled “at the leadership level,” though the updated draft would offer Ukraine strong security guarantees along with a military capacity of 800,000, Zelensky clarified.

Map of eastern Ukraine

A considerable portion of the revamped plan reflects the outcomes of recent discussions in Berlin involving US negotiators Witkoff and Jared Kushner alongside Ukrainian and European leaders. The dialogue shifted to Miami last weekend, where President Donald Trump’s team engaged separately with Russian envoy Kirill Dmitriev and then with Ukrainian and European representatives.

There seems to be enhanced elaboration on the territorial concerns, though it is evident that the Ukrainian side struggled to achieve consensus with the Americans.

Zelensky clarified that if Ukraine was willing to withdraw its heavy forces between five, ten, or forty kilometers in the 25% of Donetsk it controls to establish an economic zone, effectively demilitarizing it, then Russia would be obliged to do likewise “in accordance with the same distances.”

Currently, Russian troops are positioned about 40km (25 miles) east of Ukraine’s “fortress belt” cities of Sloviansk and Kramatorsk, having seized the town of Siversk.

Russian President Vladimir Putin is not expected to be favorably inclined toward the compromises proposed for Donetsk. Earlier this month, he stated that Russia would acquire control over the entire eastern region of Ukraine by force if Ukrainian forces did not withdraw.

However, Trump is advocating for a resolution to terminate nearly four years of extensive conflict, and the Ukrainian president believes Russia cannot afford to turn down the US proposal.

“They cannot inform President Trump that they are opposed to a peaceful resolution,” Zelensky stated to the press. “If they attempt to obstruct everything, then President Trump must heavily arm us while imposing all conceivable sanctions against them.”

Zelensky insisted that if a free economic zone were established in Donetsk, it must operate under Ukrainian management and law enforcement – “definitely not under the so-called Russian policing.” The present front line would then delineate the boundary of the economic zone, with international forces present along the contact line to prevent any Russian infiltration.

Russia has thus far dismissed a European proposal to oversee any peace agreement through a Coalition of the Willing as a “shameless threat.”

A referendum would be necessary to decide on the overall peace plan, Zelensky mentioned, and only such a referendum could determine the possibility of a free economic zone in Donbas.

He stressed that an economic zone should also be established around the Zaporizhzhia nuclear power plant currently held by Russian forces, and that they must withdraw from four additional Ukrainian regions – Dnipropetrovsk, Mykolaiv, Sumy, and Kharkiv.

The existing US proposal for the nuclear facility suggests a joint operation between Ukraine, the US, and Russia, but Kyiv objects to that, according to Zelensky.

The core aspects of the plan reaffirm Ukraine’s sovereignty and recommend a non-aggression agreement between Russia and its neighbor, along with a monitoring framework.

In addition to robust security guarantees akin to NATO’s Article Five, which mandates member countries to assist an ally under attack, Ukraine is to be permitted a maximum military capacity of 800,000 during peacetime.

Negotiations are ongoing regarding a US arrangement to receive compensation in exchange for security assurances, so Zelensky indicated that this is not yet a part of the document.

There is no clause preventing Ukraine from joining NATO, which was included in the original 28-point plan and which Russia has consistently requested.

Moreover, the latest proposal indicates that Ukraine will join the European Union with a specified accession date. Currently, it is a candidate, but several other candidate nations are perceived as being ahead in line, such as Albania.

Plans for establishing a Ukraine investment fund of approximately $200 billion (£150 billion) involving both the US and Europe are also in place.

Among additional points is a stipulation for Ukraine to conduct elections as soon as possible after the agreement is signed. Both Russia and the US have advocated for a vote, despite Ukraine being under martial law due to the full-scale invasion.

December 24, 2025 0 comments
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How AI coding agents function — and what to keep in mind if you use them
Tech/AI

How AI coding agents function — and what to keep in mind if you use them

by admin December 24, 2025
written by admin

This context ceiling inherently restricts how much of a codebase a LLM can handle in a single pass, and supplying the model with many large code files (which must be reprocessed by the LLM each time you send another response) can quickly eat through token or usage limits.

Practical techniques

To work around these constraints, creators of coding agents rely on several strategies. For instance, AI models are fine-tuned to generate code that delegates tasks to other software tools. They might emit Python scripts to pull data from images or files instead of sending the entire file through an LLM, saving tokens and reducing the chance of incorrect outputs.

Anthropic’s documentation notes that Claude Code also adopts this pattern to carry out complex data analysis across large databases, crafting focused queries and using Bash utilities like “head” and “tail” to inspect big volumes of data without ever loading the full data objects into context.

(In some respects, these AI agents are directed yet semi-autonomous tool-using programs that substantially extend a concept we first encountered in early 2023.)

A further major advance in agents came from dynamic context management. Agents achieve this in various ways not fully disclosed in proprietary coding models, but the primary technique they employ is context compression.

The command line version of OpenAI codex running in a macOS terminal window.

The command-line edition of OpenAI Codex operating in a macOS terminal window.


Credit:

Benj Edwards

As a coding LLM approaches its context boundary, this method shortens the context history by summarizing it—sacrificing some specifics to reduce the history to essential points. Anthropic’s documentation describes this “compaction” as distilling context contents with high fidelity, keeping important elements like architectural decisions and unresolved bugs while discarding redundant tool outputs.

Consequently, AI coding agents periodically “forget” much of their recent activity each time compression runs, but unlike earlier LLM-based systems they are not entirely unaware of past events and can quickly reorient by reading existing code, notes in files, changelogs, and similar artifacts.

December 24, 2025 0 comments
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