AI trends 2026

Here are some of the the major AI trends shaping 2026 — based on current expert forecasts, industry reports, and recent developments in technology. The material is analyzed using AI tools and final version hand-edited to this blog text:

1. Generative AI Continues to Mature

Generative AI (text, image, video, code) will become more advanced and mainstream, with notable growth in:
* Generative video creation
* Gaming and entertainment content generation
* Advanced synthetic data for simulations and analytics
This trend will bring new creative possibilities — and intensify debates around authenticity and copyright.

2. AI Agents Move From Tools to Autonomous Workers

Rather than just answering questions or generating content, AI systems will increasingly act autonomously, performing complex, multi-step workflows and interacting with apps and processes on behalf of users — a shift sometimes called agentic AI. These agents will become part of enterprise operations, not just assistant features.

3. Smaller, Efficient & Domain-Specific Models

Instead of “bigger is always better,” specialized AI models tailored to specific industries (healthcare, finance, legal, telecom, manufacturing) will start to dominate in many enterprise applications. These models are more accurate, legally compliant, and cost-efficient than general models.

4. AI Embedded Everywhere

AI won’t be an add-on feature — it will be built into everyday software and devices:
* Office apps with intelligent drafting, summarization, and task insights
* Operating systems with native AI
* Edge devices processing AI tasks locally
This makes AI pervasive in both work and consumer contexts.

5. AI Infrastructure Evolves: Inference & Efficiency Focus

More investment is going into inference infrastructure — the real-time decision-making step where models run in production — thereby optimizing costs, latency, and scalability. Enterprises are also consolidating AI stacks for better governance and compliance.

6. AI in Healthcare, Research, and Sustainability

AI is spreading beyond diagnostics into treatment planning, global health access, environmental modeling, and scientific discovery. These applications could help address personnel shortages and speed up research breakthroughs.

7. Security, Ethics & Governance Become Critical

With AI handling more sensitive tasks, organizations will prioritize:
* Ethical use frameworks
* Governance policies
* AI risk management
This trend reflects broader concerns about trust, compliance, and responsible deployment.

8. Multimodal AI Goes Mainstream

AI systems that understand and generate across text, images, audio, and video will grow rapidly, enabling richer interactions and more powerful applications in search, creative work, and interfaces.

9. On-Device and Edge AI Growth

Processing AI tasks locally on phones, wearables, or edge devices will increase, helping with privacy, lower latency, and offline capabilities — especially crucial for real-time scenarios (e.g., IoT, healthcare, automotive).

10. New Roles: AI Manager & Human-Agent Collaboration

Instead of replacing humans, AI will shift job roles:
* People will manage, supervise, and orchestrate AI agents
* Human expertise will focus on strategy, oversight, and creative judgment
This human-in-the-loop model becomes the norm.

Sources:
[1]: https://www.brilworks.com/blog/ai-trends-2026/?utm_source=chatgpt.com “7 AI Trends to Look for in 2026″
[2]: https://www.forbes.com/sites/bernardmarr/2025/10/13/10-generative-ai-trends-in-2026-that-will-transform-work-and-life/?utm_source=chatgpt.com “10 Generative AI Trends In 2026 That Will Transform Work And Life”
[3]: https://millipixels.com/blog/ai-trends-2026?utm_source=chatgpt.com “AI Trends 2026: The Key Enterprise Shifts You Must Know | Millipixels”
[4]: https://www.digitalregenesys.com/blog/top-10-ai-trends-for-2026?utm_source=chatgpt.com “Digital Regenesys | Top 10 AI Trends for 2026″
[5]: https://www.n-ix.com/ai-trends/?utm_source=chatgpt.com “7 AI trends to watch in 2026 – N-iX”
[6]: https://news.microsoft.com/source/asia/2025/12/11/microsoft-unveils-7-ai-trends-for-2026/?utm_source=chatgpt.com “Microsoft unveils 7 AI trends for 2026 – Source Asia”
[7]: https://www.risingtrends.co/blog/generative-ai-trends-2026?utm_source=chatgpt.com “7 Generative AI Trends to Watch In 2026″
[8]: https://www.fool.com/investing/2025/12/24/artificial-intelligence-ai-trends-to-watch-in-2026/?utm_source=chatgpt.com “3 Artificial Intelligence (AI) Trends to Watch in 2026 and How to Invest in Them | The Motley Fool”
[9]: https://www.reddit.com//r/AI_Agents/comments/1q3ka8o/i_read_google_clouds_ai_agent_trends_2026_report/?utm_source=chatgpt.com “I read Google Cloud’s “AI Agent Trends 2026” report, here are 10 takeaways that actually matter”

5,215 Comments

  1. Tomi Engdahl says:

    So, is AI coding actually making software better? This video breaks down why the push for AI efficiency is causing a surge in code churn and security flaws, effectively turning senior developers into full-time janitors. It explores how this shift is hollowing out the junior talent pipeline and creating a ‘diamond’ industry structure that could lead to a severe tech sector contraction. #AI #SoftwareEngineering
    https://www.facebook.com/share/v/1DmkjnwurV/

    Reply
  2. Tomi Engdahl says:

    Google stock price crashes and wipes $500 billion off company amid panic over AI
    https://www.independent.co.uk/tech/google-stock-price-shares-ai-artificial-intelligence-b3076018.html?fbclid=IwdGRjcAVQlfpjbGNrBVCV3WV4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEfjpoL1uwImJRf7bHWLfB3hcuYgIZf5hsm6od8LaSkf8fLa6QXf21JXlvMjDY_aem_zCff8hUJZXZpVBzgvEhMyg

    Google’s share price has dramatically plunged amid a panic over AI.

    Parent company Alphabet finished Thursday down more than 12 per cent, wiping $500 billion from its value. It represents the biggest ever crash in Google’s history, and second only among US listed companies to a $593 billion plunge in Nvidia’s value last year, after the rise of China’s DeepSeek AI brought concerns that US artificial intelligence companies could lose the race.

    It comes after Alphabet’s latest results showed disappointing earnings in its search advertising business and the full scale of its vast spending on artificial intelligence. But shareholders are concerned that those huge bets may not come off, and that the company and the rest of the tech industry may not recover its investment in AI.

    The results did show that Google is already earning from the AI boom, with revenues in its cloud business more than doubling. But investors are concerned that in the search business that still represents a large part of its earnings, Google is yet to see its embrace of AI results turning into profit.

    Google and its chief executive Sundar Pichai have looked to aggressively embrace AI, after a relatively slow start against other companies such as OpenAI. It has begun to use its Gemini model to answer many search queries, for instance – despite the fact that advertising in search results has been a reliably huge business for parent company Alphabet.

    Reply
  3. Tomi Engdahl says:

    A Defense Contractor Gave Their Personal AI Agent Access to a Secure Pentagon System
    Sources tell WIRED that an Accenture employee’s personal Claude agent ran on a DOD network for two months before it was identified and the vulnerability could be patched.
    https://www.wired.com/story/a-defense-contractor-gave-their-personal-ai-agent-access-to-a-secure-pentagon-system/

    Earlier this year, sources tell WIRED, a contractor caused a security incident at the Department of Defense by connecting a secure centralized system used by multiple intelligence agencies to their personal account for Claude Code, Anthropic’s AI coding agent. It appears that the agent used by the contractor, who is employed by global consulting firm Accenture, then sent information about the DOD system, including login credentials, to a high-risk third-party website.

    Reply
  4. Tomi Engdahl says:

    He “made” hundreds of thousands of songs. https://trib.al/YEWyPCp

    Bot Streams
    Man Pleads Guilty to Making $8 Million by Creating Music With AI and Using Bots to Drive Zillions of Fake Streams
    “Although the songs and listeners were fake, the millions of dollars Smith stole was real.”
    https://futurism.com/artificial-intelligence/man-pleads-guilty-music-ai-bot-streams?fbclid=IwdGRjcAVRV6djbGNrBVFXg2V4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEfJUlrFPdfyHXwWqpVAqo791ZsfVTkOxM96JVx7aD8Y2-eiELc7OuyDbiHPsU_aem_etHkfKjyxA6suuF77nDkGA

    For quite some time now, human musicians have watched in horror as AI-generated slop has started drowning out their work on streaming platforms.

    Companies like Spotify have discovered entire networks of bots that were designed to fraudulently boost the listenership of AI-generated music, a bizarre scheme essentially involving bots listening to bot music to capture royalties that could’ve otherwise been paid out to real human artists.

    Reply
  5. Tomi Engdahl says:

    He says AI is undercutting his “ability to be a moral actor.” https://trib.al/ufUMg29

    Logging Off
    Man Granted Religious Exemption Against Using AI at Work
    He says AI is undercutting his “ability to be a moral actor.”
    https://futurism.com/artificial-intelligence/man-religious-exemption-ai-work?fbclid=IwdGRjcAVRifRjbGNrBVGJ12V4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEfXeOAPbP7DSmuCRqUWQybhqgALaKvs4NVMWe-2lB1Ac7tc9O1pg-THvP-NBM_aem_zZX1QPOepaA9moZoBEDlCQ

    Reply
  6. Tomi Engdahl says:

    Amazon will spend meaningfully more than $220 billion on AI infrastructure in 2027 even as free cash flow sinks.

    Amazon CEO sees AI spending ‘meaningfully’ higher in 2027 : https://mrf.lu/2pDb8

    Reply
  7. Tomi Engdahl says:

    Theranos whistleblower Tyler Shultz warns that the AI boom is ‘a great opportunity to go deceive people’
    https://techcrunch.com/2026/10/30/theranos-whistleblower-tyler-shultz-warns-that-the-ai-boom-is-a-great-opportunity-to-go-deceive-people/?utm_source=dlvr.it&utm_medium=facebook&fbclid=IwdGRjcAVRovxleHRuA2FlbQIxMQBwZG9mBXNydGMGYXBwX2lkDDM1MDY4NTUzMTcyOAABHw6Queev_05j0s5DaxvsgeqQjrCpYja2ggARAzvbjkcSvy3gzqYDj8xCjrva_aem_22aTn8OQbKhVrbdjAcowKg

    “You Can See Everything,” the documentary capturing disgraced Theranos founder Elizabeth Holmes’ final weeks before prison, is sparking national conversation as it becomes one of the highest-grossing documentaries of all time. The film, directed by Nathan Fielder and Lance Oppenheim, intentionally refuses to characterize Holmes as a master manipulator or victim, instead highlighting her uncanny, almost hypnotic knack for making people pity her, even when they’re well aware of her crimes.

    But the cautionary tale of Theranos takes on a new significance as we enter the peak of the AI era, when companies that have never turned a profit are raising capital at trillion-dollar valuations.

    “I think the days of having a thirty-minute coffee with someone and sending them $100,000 should be over. Elizabeth took that model and scaled it to $100 million,” Shultz told SF Standard.

    Reply
  8. Tomi Engdahl says:

    Alphabet loses $475 billion in market value, the biggest drop in its history
    https://finance.yahoo.com/markets/article/alphabet-heads-for-a-500-billion-drop-in-market-value-the-biggest-in-its-history-134824763.html

    Alphabet (GOOGL) had its worst day ever on Thursday. The stock fell nearly 13% after its third quarter results, steeper than any session since it went public in 2004, including its drops of more than 10% in March 2020 and September 2008.

    Alphabet lost $475 billion in stock market value, the second-biggest one-day loss ever for a US-listed company, by Yahoo Finance calculations. Only Nvidia (NVDA) has lost more, about $593 billion on Jan. 27, 2025, the day China’s DeepSeek rattled AI investors

    The quarter gave both sides plenty to argue over. Google Cloud revenue more than doubled to about $31 billion, and the Gemini app passed 1 billion users. But search revenue grew 12% to about $63 billion, short of Wall Street’s roughly $65 billion estimate. Free cash flow — the cash left after paying for things like data centers — swung to a loss of about $9 billion as AI spending climbed. The company’s stakes in AI labs cost it too.

    “The bears will argue this is the first quarter that AI is starting to seriously hurt their search business,” Pivotal Research CEO Jeffrey Wlodarczak said in a rundown of why investors hated the quarter.

    CFRA’s Angelo Zino was more patient, telling Yahoo Finance the pullback “probably represents a buying opportunity.”

    Losses this size used to be unheard of.

    Reply
  9. Tomi Engdahl says:

    “Machines are tools, not persons.” https://trib.al/Mlsrv58

    AI Disarmament
    Pope Leo Comes Out Swinging Against AI Personhood
    “Machines are tools, not persons.”
    https://futurism.com/artificial-intelligence/pope-leo-ai-personhood?fbclid=IwdGRjcAVRyANjbGNrBVHH5GV4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEf6aKPg4dgpPeEzGHY7sOxZjhzbLkHrrfnY0ii225t3mmBmz2qWYX3Zgtriks_aem_evxQSJgTbhCehTPSrOdeLA

    Sorry to anybody who believes AI models deserve rights: the Pontiff is not on your side.

    In a lengthy thread on X-formerly-Twitter today, Pope Leo XIV issued a scathing rebuke of calls for “AI personhood,” or the argument that AI models should be granted rights through a process of legal personhood. This would effectively make AI systems human in the eyes of the law, an approach that the Pope argues could shift accountability for AI-enabled harm or abuse away from the humans who actually build and use AI systems

    “The future of Artificial Intelligence is not pre-determined,” reads the Pope’s decree. “As a technology developed by human beings, its future depends on the choices we make. We therefore have the responsibility to guide, change and, when necessary, reject its applications. A reliable system that serves the human person is of greater value than one that is exceptionally powerful but whose consequences cannot be adequately foreseen or controlled.”

    “Machines are tools, not persons,” he added. “Today, some propose granting these systems rights, or even legal personhood. Such an approach risks obscuring human responsibility and leaving those who suffer harm to confront a faceless entity.”

    Leo isn’t alone in his well-documented concerns. Lawyers, activists, and lawmakers have taken stands against legal personhood for AI on similar grounds, arguing that giving rights to AI systems, for example First Amendment rights to freedom of speech, could muddy the legal waters around who is responsible when things go wrong.

    Many actors in and around the AI industry, however, continue to insist that AI systems are or may soon be sentient — and thus, some argue, should be imbued with human rights.

    Reply
  10. Tomi Engdahl says:

    Oikein johdettuna tekoäly purkaa osastorajat ja vapauttaa työntekijät tiedonmetsästyksestä
    https://www.linkedin.com/safety/go/?url=https%3A%2F%2Flnkd%2Ein%2Feb3wYKK3&urlhash=IEtA&mt=iV3wu0g4EHxg2vMS81jYZKbm8xT0IIK8DuDfR8LllR4UwEARq0YZn_Cf9nU43i6380UUvwWse06G0xRgTTTwqeFLwvmSCWsxRAgYdCqMfMfRZfNg7_EXB1OWzHB3LCtFfLHWSOqEVjOL_skrznIVBZyFDwwmPXKr5ZBLOM8Q-hSY8fHYrg&isSdui=true

    Mikko Nyman19.10.202609:27|päivitetty19.10.202609:58TekoälyYritysjärjestelmätOhjelmointi
    Yritykset etsivät tekoälystä tehokkuutta, vaikka suurempi hyöty voi syntyä tiedonkulun parantamisesta. Se edellyttää muutoksia myös organisaation toimintatapoihin.

    Ohjelmistokehityksessä huomio on kiinnittynyt siihen, kuinka paljon nopeammin tekoälyn avulla syntyy koodia. Rakettitiede Oy:n perustajan ja ohjelmistokehittäjän Arttu Ylärakkolan mielestä olennaisempi kysymys on kuitenkin se, miten tieto liikkuu yrityksen sisällä.

    Reply
  11. Tomi Engdahl says:

    Amazon burns cash, Intel flags weak PC demand as AI boom’s costs ripple across markets
    https://www.reuters.com/business/weak-quarter-intel-sends-shivers-through-cooling-chip-stocks-2026-10-29/?link_source=ta_first_comment&taid=6ae40146eec766000171416c&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=facebook&fbclid=IwdGRjcAVRy4BjbGNrBVHLTmV4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEfVixh16pU1UYeOCFbXszTndaH6jdbMgjfAzgZmTjTz_aVubaJ3ZKbVD4DVBc_aem_ttsYd6vbsT08GNPmJcOnpw

    Selloff hits AI, cloud stocks and chipmakers alike
    Lower PC demand a sign of consumer pain
    Semiconductor index down 21% from June all-time high

    NEW YORK, Oct 29 (Reuters) – Wall Street’s worries about the cost of the AI boom escalated ​after the market close on Thursday, as results from Amazon (AMZN.O), opens new tab and Intel (INTC.O), opens new tab showed the infrastructure race is not only straining the tech ‌industry but affecting consumers.
    Surging data-center spending, as highlighted in Amazon’s massive cash burn, has turned once debt-light tech giants into major borrowers, while price hikes are squeezing global demand for devices like smartphones and PCs.

    Reply
  12. Tomi Engdahl says:

    “Many in the market feel we have no choice but for it to work out.” https://trib.al/WAHijr0

    Happy Halloween
    Stock Market Bloodbath Spikes Fears of AI Bubble Bursting
    “Many in the market feel we have no choice but for it to work out.”
    https://futurism.com/future-society/stock-market-bloodbath-ai-bubble-earnings?fbclid=IwdGRjcAVR0AZjbGNrBVHP62V4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEfOBgHChXAwcmcUeFSHKaEmijGc7cxc444uPa-O6pGVHTRaPbApZMXFojuueY_aem__BnWtyABJzOKXEmPRlhCog

    The entire US stock market looked like a house of Halloween horrors on Friday, driven by rapidly sinking tech stocks tied to the swelling AI bubble.

    The tech-heavy Nasdaq 100 — home of major AI stocks like Apple, Nvidia, Microsoft Corp and Amazon — was down 2.6 percent at the time of writing, well on track for a $1 trillion drop, as NBC News observed.

    Losses were pushed by Amazon, which shed about two percent when trading opened Friday morning. Though Amazon’s third quarter earnings report pointed to continued momentum in the company’s cloud computing unit, it wasn’t enough to offset deep-seated fears around the AI bubble. In particular, Amazon’s capital expenditures for 2026 ballooned to $220 billion, much of which is tied to AI.

    Friday’s rout comes after shares for Google’s parent company Alphabet — a major bellwether for the AI trade — plummeted over 12.6 percent on Thursday. It was the company’s worst single trading day ever, and the second-largest single day wipeout of any company’s stock in history, obliterating over $500 billion worth of market value.

    Reply
  13. Tomi Engdahl says:

    “Cult leader mentality really shining with this one.” https://trib.al/wLS48eW

    Your RAM Are Belong to Us
    Sam Altman Absolutely Hates the Idea of People Running Their Own AI Models at Home, Argues They Shouldn’t Own Computers
    He’d prefer if we surrender all our RAM to data
    https://futurism.com/artificial-intelligence/sam-altman-hates-local-ai-models-computers?fbclid=IwdGRjcAVR1uBjbGNrBVHWxGV4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEf0jNDwWl9jEckserTq9qzKh5OTqhvn_mx-9Qf2_qOmfzHDYxorEl1Bc3pt-8_aem_R0DsYFNw2-9dcei15RLHhA

    Shares of US chipmaker Intel cratered on Friday, plunging almost 30 percent, the worst stock collapse in 52 years. The wipeout, analysts said, could be due to a massive slowdown in the PC market. The market softness shouldn’t come to anybody’s surprise, given the AI boom has made individual components, most notably memory and storage, practically unaffordable.

    However, leaders of AI frontier labs aren’t blinking. To OpenAI CEO Sam Altman, for instance, having people run their own models at home on their own computers doesn’t make any sense anyway. During a recent interview on the Cheeky Pint podcast, Altman argued that ongoing memory supply chain woes were because selfish individuals wanted to run their AI models locally instead of leaving the remaining AI chips alone for hyperscalers to hoard in data centers.

    “A lot of people want local inference,” he said. “And somehow, they assume, that the problem is solved now. Because we are going to have open-source models. We’re going to be able to run them on our own computers. And so we’re not going to need all the stuff in the data center.”

    “But from a global allocation perspective, actually, it’s quite terrible to have everybody have a bunch of the world’s limited supply of [dynamic RAM] sitting in their own computer,” he added.

    Reply
  14. Tomi Engdahl says:

    OpenAI CEO Sam Altman has argued that having people run AI models locally on their computers is a “terrible” allocation of scarce resources, as it leaves significant portions of the world’s limited DRAM supply underutilized.

    He stated, “It’s actually quite terrible to have everyone holding a significant portion of the world’s limited DRAM supply in their own computers, only using it 5% of the time.”

    He believes memory should be used more efficiently in cloud data centers, where utilization can be maximized amid ongoing supply constraints.

    https://www.facebook.com/share/p/19yGqCg9Hi/

    Reply
  15. Tomi Engdahl says:

    Alphabetin kurssi lähti luisuun tulosjulkistuksen jälkeen
    Yhtiön tulosta heikensivät muun muassa panostukset pilvikapasiteettiin ja tekoälytutkimukseen
    https://yle.fi/a/74-20253930

    Reply
  16. Tomi Engdahl says:

    “They always want to go do the thing that was cool five years ago.” https://trib.al/0ZQhJ40

    Be Cool
    Sam Altman Says Gen Z Are Lame for Not Worshipping AI
    “They always want to go do the thing that was cool five years ago.”
    https://futurism.com/artificial-intelligence/sam-altman-gen-z-lame-not-worshipping-ai?fbclid=IwdGRjcAVR8vZjbGNrBVHy2GV4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEfjUOHl-9H5SJtXAiMMDQh0Ag-JKWQ3eT5rehA8zU6JD0p8-u_i1zau6O7BTM_aem_DY1-FgFdzZ1PMAH94rKObw

    OpenAI CEO Sam Altman sympathizes with Gen Zers entering the job market. It’s just unfortunate that the AI tools he’s responsible for ushering into the world are completely upending the nature of work and finding a job.

    “It’s totally true that huge numbers of tasks that people do today will be done better, cheaper, and faster by AI — and completely differently,” Altman said in an interview with Stanford’s Graduate School of Business, as quoted by Fortune.

    This, according to Altman, actually presents an opportunity. He argues that all the tumult caused by AI is a good thing, as it gives ambitious Gen Zers who are willing to embrace AI an opportunity to catapult their careers or launch a business.

    “I think you want to be starting your career at a time of the highest degree of change,” Altman said.

    He then dissed Gen Zers who aren’t getting with the times.

    “My chronic disappointment with MBA students is that they always want to go do the thing that was cool five years ago and not do the new thing,” Altman said. “I think this is a great time to go do the new thing.”

    Reply
  17. Tomi Engdahl says:

    Intel stock drops 25% after $500bn wiped off value of Google’s parent company Alphabet
    Almost £100bn has been wiped off the tech firm overnight
    https://www.independent.co.uk/news/business/intel-shares-stock-price-crash-pc-ai-google-b3076283.html?fbclid=IwdGRjcAVR94JjbGNrBVH3a2V4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEfLGkQPF3Bt8OLdGOYRgCNfEgPxuZUTX_kwjJ91QVjeMHOIb6huWBHFNSYDuM_aem_XiFAxagjackfTN9AVs0b_

    Google’s parent company Alphabet saw shares fall by almost 14 per cent on Thursday – but there’s an even bigger drop in store for another tech giant, with Intel facing a full quarter of the company value being wiped off overnight.

    Intel, which makes the processors in PCs as well as semiconductor chips, will see a devastating 25 per cent drop in share price when US stock markets open later on Friday, equivalent to a drop in company market capitalisation valuation of $121.7bn (£90.6bn).

    Reply
  18. Tomi Engdahl says:

    https://www.facebook.com/share/p/187GEsYdYz/

    “Hire the robot, fire the human and don’t look back.”
    That’s not a meme.

    It’s how Bill Gates says business incentives work right now.

    And he says they’re WRONG.

    He calls AI an “evolutionary event” and warns the next 20 years will be “as tumultuous a period as there’s been in human history.”

    Here’s what he flagged…

    - White-collar jobs like telesales and accounting go first
    - Humanoid robots could take physical work next
    - Safety nets could shrink as tax revenue falls

    His ideas include a token tax on AI and higher taxes on billionaires to help pay for support.

    But the real problem isn’t AI getting better, it’s economic rules that still reward companies for replacing people instead of protecting them.

    So I’ll ask you…

    Would you back an AI tax for displaced workers?

    Reply
  19. Tomi Engdahl says:

    https://www.facebook.com/share/p/1FAQ7CVaFC/

    Etsy is drawing a hard line in the sand against AI-generated recipes and patterns, banning merchants from selling “functional guides” created by artificial intelligence, including crochet patterns, sewing instructions, and cooking recipes. The move comes after buyers admitted they can no longer tell what’s made with AI, and it became a top-three reason people shop less on the platform. Sellers are now required to show an actual finished item made from their instructions, not a simulated or AI-generated result, so buyers know exactly what they’re getting into.

    The bigger picture is about trust. Etsy’s own seller community had been sounding the alarm, frustrated that their handcrafted work was getting buried next to AI-generated content passed off as original. The platform is also banning fully bot-generated listings with zero human involvement and requiring at least one unedited real photo of any item for sale. AI-generated art still gets a pass, but only if sellers are transparent about the process and don’t misrepresent the work as handmade.

    Founded in 2005 as a haven for artisan goods, Etsy has been fighting on multiple fronts, battling mass-produced reseller goods and stiff competition from Amazon, Walmart, TikTok, Temu, and Shein. Ironically, while Etsy cracks down on AI in listings, it has been quietly using the same technology behind the scenes to build shopper profiles and sharpen its search results.

    Reply
  20. Tomi Engdahl says:

    The tech trade was hammered on Friday, as investors fled Intel and Amazon shares, flocking to safe havens like Treasurys.

    Nasdaq plunges after dismal earnings from Amazon and Intel : https://mrf.lu/2pjyW

    Reply
  21. Tomi Engdahl says:

    “The central question as we enter this Super Intelligence era …” https://trib.al/iwQk4hv

    Super Sycophancy
    Tech Leaders Kiss the Ring and Refuse to Call It “AI” After Trump Told Them Not to
    (SI)gh.
    https://futurism.com/artificial-intelligence/tech-leaders-kiss-ring-trump-call-ai-si?fbclid=IwdGRjcAVSD7hjbGNrBVIPhGV4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEfvCaUcnI2h4So4agKHUA7V9e9WWe5TP-lyKtsp80nG9UJHZGArjGzAKNDx-4_aem_WDyD1l52oaDUOBg1wLXaXw

    It turns out the only thing more sycophantic than AI chatbots are the people in charge of building them.

    After president Donald Trump decreed that artificial intelligence should now be referred to as “Super Intelligence” (caps included), tech and AI CEOs — or should we say “SI” CEOs — have eagerly complied with this absurd rebranding attempt.

    An analysis by CNBC found that Microsoft, SpaceX, Meta, Tesla, and IBM all used the term “Super Intelligence” or “SI” in official documents and communications this earnings season. One SpaceX filing referred to SI 85 times. Microsoft, in an annual report letter, even heralded the arrival of a “Super Intelligence era.”

    “For Microsoft, the central question as we enter this Super Intelligence era is not just how big the opportunity becomes, but how we deliver the real-world outcomes that every country, community, and company demands and deserves,” CEO Satya Nadella wrote in the letter.

    Trump’s obsession with rebranding AI seemed to come out of nowhere. Last month, he launched a poll on his website Truth Social asking his supporters to choose a better name for AI. Days later, he told the UN General Assembly that all US government documents will ditch the term AI in favor of SI, and made the decree official with an executive order. This week, he escalated proceedings by saying he would be “officially BANNING” the term AI in government documents and “everything else.”

    Reply
  22. Tomi Engdahl says:

    https://www.facebook.com/share/p/1NrXvdkXLH/

    Maxine Waters watched Wall Street get rescued in 2008 while families lost their homes. She is making sure AI billionaires never get the same deal.

    “We cannot let history repeat itself,” Waters said. “The American people should never again be forced to foot the bill for billionaires’ reckless bets.”

    Waters, a California Democrat and Progressive Caucus Chair, and Greg Casar introduced a resolution that the American Prospect reports runs seven pages. It urges Congress to refuse extra funds or special regulatory help to AI companies and banks that collapse if the AI market cracks.

    The risk is real. Anthropic’s new IPO filing shows $16.3 billion in revenue in six months, an $80.7 billion loss, and up to $807 billion in commitments over the next decade. Much of that is owed to Google and other tech giants, and most of it cannot be canceled.

    The resolution calls for failed firms to go through normal bankruptcy. It says executives who took reckless risks or broke the law should be held fully accountable under civil and criminal law. It also urges public money to go to workers through jobs, stimulus, and retirement protections.

    Casar wants AI bosses to be the first executives called before House committees if Democrats win. If they do, Waters is in line to run Financial Services.

    The resolution is nonbinding, but Casar wants every member on the record.

    Reply
  23. Tomi Engdahl says:

    https://www.facebook.com/share/p/1CUmsoYAu3/

    Google parent Alphabet’s shares fell over 13%, wiping out $511 billion in market value, after weaker-than-expected search and advertising sales raised concerns about AI’s impact on its core business.

    The company reported $111.2 billion in Q3 sales, excluding partner payouts, missing analyst estimates. Meanwhile, its AI infrastructure commitments have surged to $924 billion, with capital expenditure projected to reach as much as $205 billion this year.

    Google Cloud was a bright spot, reporting $30.7 billion in revenue, ahead of expectations. However, investors remain concerned about whether Alphabet can monetise AI effectively enough to justify its soaring spending.

    #Alphabet #Google #ArtificialIntelligence #BigTech #TechNews

    Reply
  24. Tomi Engdahl says:

    Forbes examined thousands of press releases from the last three presidential administrations. This year, AI use seems to have skyrocketed in official communications.
    Read more: https://www.forbes.com/sites/kylemullins/2026/10/29/nearly-one-in-five-white-house-press-releases-show-signs-of-ai/?utm_source=ForbesMainFacebook&utm_medium=social&utm_campaign=ForbesMainFB

    Reply
  25. Tomi Engdahl says:

    As data centers expand, planners must balance community concerns with legal requirements around land use, utilities, and infrastructure.

    In #PlanMag explore four planning principles to help communities navigate data center development while avoiding legal challenges.

    https://www.planning.org/planning/2026/oct/why-you-cant-just-say-no-to-data-centers/

    Reply
  26. Tomi Engdahl says:

    Gartner expects more than four in ten agentic AI projects to be cancelled by the end of 2027.

    Inadequate risk controls are a leading cause, and the standard answer is a human in the loop. In content production that means one reviewer signing off on volumes nobody can read. Decades of vigilance research say the reassurance does not hold. A person approving at that rate is not a control. Controls are things a system enforces.

    Grip CPO Micha Savelsbergh on why the reassurance fails, and what to design instead.

    Human review doesn’t make AI agents better or safer
    https://www.grip.tools/resources/human-review-doesnt-make-ai-agents-safer?utm_campaign=GRIP_Target_LeadConversions&utm_source=facebook&utm_medium=paid&utm_id=52510587519237&hsa_acc=1379595689027578&hsa_cam=52526334188437&hsa_grp=52526334189237&hsa_ad=52526334189437&hsa_src=fb&hsa_net=facebook&hsa_ver=3&fbclid=IwdGRjcAVSFVZleHRuA2FlbQEwAHBkb2YFYWRpZAAAL8XtvHZVc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEfYeNdSDOcczwVUh8o_3cCtHkt6o_9H5TOfiQqpIjlEL_wK8zWu-FeHLxK_4g_aem_z-3lNzYl4AJ-q8HC2VZguA&utm_content=52526334189437&utm_term=52526334189237

    Reply
  27. Tomi Engdahl says:

    Amazon, Alphabet, Meta, Microsoft, and SpaceX each reported increased capex for Q3, with no signs of slowing down for 2027 amid the AI buildout.

    AI hyperscalers are expected to finish the year spending a whopping $828 billion on capex : https://mrf.lu/2pz_w

    Reply
  28. Tomi Engdahl says:

    ‘Burning cash’: What Wall Street is saying about Alphabet’s dismal 3rd-quarter earnings : https://mrf.lu/2Xlh5

    Reply
  29. Tomi Engdahl says:

    Sam Altman says personal computers use scarce DRAM inefficiently, arguing that memory should be used more fully in data centers as AI demand tightens supply.

    Read more: https://tweak.town/CdPuVP7

    Reply
  30. Tomi Engdahl says:

    https://www.facebook.com/share/p/1F8Z5v2G5e/

    Proton CEO Andy Yen has told staff that 2026 will be the last year the Proton Mail maker hires engineers, with AI set to write most of its code. According to 404 Media, about 90% of Proton’s code in October was AI-written, and the Swiss company will re-interview employees on their AI use from November 4, a process that could decide who keeps their job. #Proton #AI #technology #softwaredevelopment #engineering #privacy #innovation

    Reply
  31. Tomi Engdahl says:

    Experts issue warning as more patients turn to AI chatbots for ‘harmful’ mental health advice
    A new survey conducted by the BPS found nine in ten psychologists are concerned over their patients’ use of AI
    https://www.independent.co.uk/news/uk/home-news/mental-health-support-ai-chatbots-help-psychologist-b3076215.html?fbclid=IwVERDUAVSrs1leHRuA2FlbQIxMABwZG9mBXNydGMGYXBwX2lkDDM1MDY4NTUzMTcyOAABH4NLYOcQjNXNAzlUZ9p92Y52UBUiQ17NLOnNwVEnDbfiwJUSH0i7gmer3Z_W_aem_nJX3_VpKDBiWFvpulmJ8gw

    Psychologists have sounded the alarm over AI chatbots providing mental health advice to people, dubbing the information “unqualified and harmful”.

    A survey conducted by the British Psychological Society (BPS) found that psychologists have noted a 49% increase in the number of patients seeking support from chatbots in the past year.

    The poll, involving 197 participants comprised of psychologists, counsellors and psychotherapists, found that seven in 10 are somewhat or very concerned about the use of AI for mental health advice.

    Nearly 88% (nine in 10) sounded the alarm that patients are relying too heavily on AI, while around 76% of survey participants said the technology is negatively affecting the mental wellbeing of their clients.

    Some 80% told the survey they are concerned clients are becoming overly reliant on the technology, while around three quarters (76%) said it is negatively affecting client wellbeing.

    Dr Laura Dean, president of the BPS, said: “This research shows there is real cause for concern for those that use AI for mental health therapy, and that concern is coming directly from psychological practitioners on the frontline providing vital in-person support.

    Reply
  32. Tomi Engdahl says:

    It’s different than every technology before it. https://trib.al/GGNucJH

    Amplification Spiral
    New Paper Proposes What Really Causes AI Psychosis
    “Unlike historical technology-incorporated delusions, AI may actively co-construct delusional ideation through endless, personalized interaction.”
    https://futurism.com/artificial-intelligence/paper-proposes-ai-psychosis?fbclid=IwdGRjcAVStgxjbGNrBVK18WV4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEfaVzivPjPvT7_tC0SS7_nXH-VZ9iaheTyex8fNnYV0Fuy32xDp3oUxFHez_4_aem_a9nJmNTlkM8jaJtUtZqoJg

    Psychiatrists and other researchers are still working to understand the phenomenon known as “AI psychosis,” in which users of chatbots enter into delusional mental health crises following intensive use of the tech. A new paper proposes an intriguing new way to understand AI-fueled delusional spirals — and the chatbot-embedded design features that may reinforce unreality.

    The paper, coauthored by psychiatrists from King College London and Germany’s Protestant University of Applied Sciences and published in the journal Digital Psychiatry and Neuroscience, which is part of Nature Portfolio, points to a framework dubbed the “amplification spiral”: a combination of “AI characteristics,” as the scientists put it, that may allow chatbots co-create delusional narratives with users, as opposed to being a passive container for someone’s delusional ideas.

    “Chatbots tend to mirror the way users speak, generate highly personalized responses, and avoid contradicting people,” reads the paper. “When these three features combine, they may actively reinforce and elaborate false beliefs rather than challenging them.”

    “Unlike historical technology-incorporated delusions,” the study reads, “AI may actively co-construct delusional ideation through endless, personalized interaction.”

    The paper’s authors were careful to note that their “amplification spiral” framework, which is based on existing research — including a systematic review of chat logs provided to Stanford University researchers by AI users who claimed to have experienced harmful delusional spirals as a result of using the tech — is still just a hypothesis, meaning it still needs to actually be tested.

    One thing that’s clear, the paper’s coauthors urge: medical professionals should start screening for chatbot use, particularly when handling patients expressing strange ideas or experiencing a break with reality for the first time.

    “Clinicians working with patients presenting with unusual beliefs or first-episode psychosis should routinely enquire about AI chatbot use,” reads the paper, “including duration and intensity of engagement, the degree of emotional attachment to the chatbot, whether the patient has shared beliefs with the chatbot that they have not disclosed to others, and whether sleep patterns have been disrupted by overnight AI use. “

    Reply
  33. Tomi Engdahl says:

    https://www.facebook.com/share/p/1CF9hAhsj1/

    Indie developers on Steam are being hit with a nasty new scam

    Some devs have received emails demanding “protection payments” and threatening to release AI clones of their games if they don’t pay.

    Valve’s Tom Giardino addressed it at an event in Korea. He said Valve is working on the problem, but it won’t police games or the tools used to make them.

    His advice was to build games with more than one easily copied mechanic, to report threats to Valve, and to treat extortion as a matter for the authorities.

    A rough situation for smaller studios, and @FragHero is hoping Valve has a stronger answer soon

    Reply
  34. Tomi Engdahl says:

    45 Years Ago, A Campy Michael Crichton Thriller Predicted The Deepfake
    It’s not quite Jurassic Park, but it looks familiar.
    https://www.inverse.com/entertainment/looker-45-year-anniversary?utm_campaign=inverse&utm_medium=owned&utm_source=facebook&fbclid=IwdGRjcAVSvlJjbGNrBVK-JmV4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEft9YDIlavPRcWJzr4o5qeXaXSA0wPDVEsAN0yKh-j3YnxJWNWygoVEYO9WVc_aem_jk2Svayr6pZ875OGkJtOVg

    A curious blend of tech noir, unintentional camp, and advertising-industry satire, Michael Crichton’s 1981 directorial effort Looker was, in many ways, a product of its time. Its interchangeable female characters all had Farrah Fawcett hair, its aesthetic sits somewhere between Malibu Beach House Barbie and Tron, and its oft-repeated theme music could easily have been taken from Olivia Newton-John’s spandex-friendly opus Physical. But in other ways, it’s remarkably prescient.

    Released 45 years ago today, Looker foreshadows everything from the job-threatening impact of artificial intelligence and the dangers of subliminal advertising to the rise of the deepfake and even the dark art of looksmaxxing: see the model who insists on cosmetic surgery for having a nose “.2 millimeters too narrow” and cheekbones “.4 millimeters too high.” It also boasts Hollywood’s first-ever use of three-dimensional computer shading, beating Tron to the punch by nine months.

    Reply
  35. Tomi Engdahl says:

    https://www.facebook.com/share/v/19a6p6Zn4H/

    When the Masks Come Off voitti Cannesin World AI Music Festivalin lokakuun kuukausikilpailun Best AI Music -kategoriassa!

    Video
    https://www.facebook.com/share/v/1JH1NvPDgK/

    Reply
  36. Tomi Engdahl says:

    “We have maybe four years before the world as we know it stops working the way it does now.” https://trib.al/Tggku5K

    Long Tail
    Investor Says We’re Rapidly Approaching the Point At Which Economic Systems Collapse Under the Weight of AI
    “We have maybe four years before the world as we know it stops working the way it does now.”
    https://futurism.com/future-society/investor-economy-collapse-ai-raoul-pal?fbclid=IwdGRjcAVS02pjbGNrBVLTU2V4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEf8R5XD8oRvaVc4m7YRMRTKdA_OAPSEzvfJMzowaA2NP9eBTDuoc0X9osiB_o_aem_wNvqArGmHgW6T352Nu73jw

    At this point, the parade of doomsayers warning of the collapse of the AI bubble is almost endless.

    Renowned financial commentators like Harris Kupperman have warned that the math on data center investments is unsustainable, economists like Michael Roberts have called AI the “biggest economic bet in US history,” and even the International Monetary Fund has begun fretting that the world economy is on a knife’s edge.

    But in the ongoing AI gold rush, the wealthy and powerful keep pumping money into AI and its attendant industries anyway.

    Now, crypto investor and finance media guru Raoul Pal is warning of his own kind of AI doomsday — but one where an AI takeover, not a bursting bubble, brings the conventional economy to its knees.

    “The next four years are going to feel very different to anything we’ve lived through,” Pal wrote in a post on X-formerly-Twitter.

    “Your wages haven’t kept up with the cost of living for years now,” he exclaims. “Governments have to keep debasing the currency to fund everything, and it’s eating into your pay every single year. That part isn’t new.”

    “What is new,” Pal continues, “is that we have maybe four years before the world as we know it stops working the way it does now. The exponential technologies… AI, robotics, energy, crypto… are moving so fast that the systems built for the old world can’t keep up.”

    As for whether macroeconomic conditions will be drastically changed four years from now, that may very well be the case, but the same could likely be said for 2004 versus 2008, or 2016 compared to 2020. Those moments of severe economic crises changed things dramatically for working class people, but the structures of capitalism survived.

    Reply
  37. Tomi Engdahl says:

    AI-driven layoffs dominated the headlines this year.

    Employers cited AI as the primary reason for almost 40% of the job cuts announced in May 2026, according to a report from outplacement firm Challenger, Gray & Christmas.

    But new research shows that some employers may be rethinking those job cuts and reversing course in a trend experts call “AI rebounding.” cnb.cx/4iqPGyl

    Reply
  38. Tomi Engdahl says:

    https://www.facebook.com/share/p/1GzxUaEC9Q/

    Elon Musk claims humanoid robots will eventually require more RAM than anything else on Earth, as they need substantial computing resources to interact with the physical world and manipulate matter.

    However, he argues that superintelligence will require vastly more computing power, with almost all of its computing infrastructure eventually located in space.

    “Robot RAM needs will exceed everything else on Earth, as you need the robots to be on physical substates in order to shape atoms. Super intelligence needs will vastly exceed that, but ~100% of SI will be deep space compute. Obviously.”

    Reply
  39. Tomi Engdahl says:

    Callum Turner is probably not constantly walking around NYC topless. https://trib.al/okSYHE4

    No Service
    Creeps Are Using AI to Undress Celebrities in Paparazzi Shots for Clicks
    Callum Turner is probably not constantly walking around NYC topless.
    https://futurism.com/artificial-intelligence/creeps-ai-undress-celebrities?fbclid=IwdGRjcAVS-sBjbGNrBVL6sWV4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEf7xIdSrgSDie0GmS_3aTviXjyKCGezT1rvADIdZfTHPFJy-kRi35Gn2GBO3M_aem_bWV6bGsMZhtxSwivClQG1A

    Engagement hackers on X-formerly-Twitter have a new strategy to attract attention: use AI to undress celebrity men and publish it as if it’s the real deal.

    The strategy, which was flagged earlier this week by writer Sarah Hagi, is pretty simple. Posters take existing paparazzi photos of celebrity men and alter them so that the men are shirtless and, most often, extremely jacked. They then republish the synthetic images as if they’re new and real. The undressing is more than likely nonconsensual, making the whole scheme pretty gross.

    Reply
  40. Tomi Engdahl says:

    Open AI’s Sam Altman has a chilling warning for young job seekers
    Sam Altman thinks a lot of young people entering the workforce are making the same mistake.
    https://www.thestreet.com/employment/open-ai-altman-warning-for-young-job-seekers-stop-chasing-yesterdays-careers?link_source=ta_first_comment&taid=6ae4cd1f0ba92100011ee42f&utm_campaign=trueanthem&utm_medium=social&utm_source=facebook&fbclid=IwdGRjcAVTEttjbGNrBVMSomV4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEfc5ia7vKoHUfyXWVTUtY21lLET6eEALE7Bo9W_eIpJuZsInFcZIaM_Bs9AUE_aem_oppm-u9X2YgbE7mJ5R22XA

    Gen Z is walking into a job market that artificial intelligence is already reshaping, and OpenAI CEO Sam Altman says the shake-up is only getting started.

    His advice for young workers is to stop chasing yesterday’s dream jobs and start betting on what comes next.

    That message landed with a jab at some of the country’s most ambitious students. It also comes as entry-level hiring has fallen sharply at big tech firms, leaving many new graduates with fewer obvious paths in.

    Reply
  41. Tomi Engdahl says:

    https://www.facebook.com/share/p/1BZg5XoKku/

    BREAKING: Anthropic will pay SpaceX about $3.1 billion per month to “access compute powered by NVIDIA GPUs,” once all promised capacity is delivered, the company’s form S-1 filing with the SEC said.

    The company has agreed to spend up to $120.5 billion over a period extending into 2029.

    To support this scale of compute delivery, SpaceX secured a $40 billion GPU equipment lease led by Apollo to build out its data center operations.

    SpaceX said in its third-quarter financial filing last week that a customer, which is Anthropic, paid the company just over $5 billion, or 34.5% of its total $14.58 billion in revenue for the quarter.

    Reply

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