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:

    Google joins OpenAI and Anthropic in promising new scraping controls
    The new robots.txt directive will prevent the companies from scraping content for generative AI training.

    Read More: https://www.engadget.com/2303225/google-openai-anthropic-ai-crawling-controls/

    Reply
  2. Tomi Engdahl says:

    Anthropic’s Claude AI blocks video game cloning and reverse-engineering — sweeping new restrictions also hit legitimate developers and basic troubleshooting tasks
    https://www.tomshardware.com/tech-industry/artificial-intelligence/anthropics-ai-model-is-now-blocking-attempts-at-video-game-recreation-and-cloning-users-also-claim-non-malicious-generic-reverse-engineering-tasks-are-blocked

    Many game developers are reporting Claude’s refusal to work on their own projects.

    Reply
  3. Tomi Engdahl says:

    PsiQuantum turns its photonics know-how into an optical switch for supercharging AI data center GPU networks — 8×8 lab prototype loses less light than rivals, with plans to develop larger devices
    https://www.tomshardware.com/tech-industry/photonics/psiquantum-turns-its-photonics-know-how-into-an-optical-switch-for-supercharging-ai-data-center-gpu-networks-8×8-lab-prototype-loses-less-light-than-rivals-with-plans-to-develop-larger-devices

    Reply
  4. Tomi Engdahl says:

    AI is letting anyone reverse engineer anything. We talked to the developer at the center of it

    An AI tool called REA can take apart software that isn’t meant to be opened in printers, smart TVs, cars, and more. Its pseudonymous creator wants everyone to get a peek

    https://www.scientificamerican.com/article/an-exclusive-conversation-with-the-developer-of-rea-the-viral-ai-reverse-engineering-tool/

    Reply
  5. Tomi Engdahl says:

    Oracle wants to bill you for every AI task, not just every seat
    Big Red says AI units will add to subscriptions, as it juggles $90BN-plus capex, mounting debt and a $225BN revenue goal for 2030
    https://www.theregister.com/applications/2026/10/29/oracle-wants-to-bill-you-for-every-ai-task-not-just-every-seat/5306403

    Reply
  6. Tomi Engdahl says:

    Fear of AI
    Americans Are Officially More Scared of AI Than a Loved One Getting Cancer
    “We expect concerns about AI to remain a significant part of the national conversation in the years ahead.”
    https://futurism.com/artificial-intelligence/americans-more-scared-ai-loved-one-ill?fbclid=Iwb21leAVMhLZjbGNrBUyEqWV4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEeoSiCigqa1DCALzGfiucoCuTQRBzOfG6zPwuWUt2DKv6t252Sat-hJ2aFJN4_aem_RaxsuG4WWkQBBcSStQkErA

    Reply
  7. Tomi Engdahl says:

    LLMs are making formal software verification feasible at a much larger scale
    https://www.anthropic.com/research/formal-verification

    Most software is riddled with bugs, which AI can now easily find and exploit. The standard defenses against cyberattacks are no longer sufficient: we need ways to prove that code is free of bugs. Formal software verification could provide this guarantee, but it has historically required years of expert effort, making it impractical for most real-world projects. In a collaboration with Theorem, however, we show this is no longer the case: LLMs can now produce formal proofs at large scale, enabling new software development workflows that include proven security guarantees. Using Claude, we proved security properties at the assembly code level (RISC-V) in over 100 real-world open-source software libraries.

    Reply
  8. Tomi Engdahl says:

    https://www.facebook.com/share/p/1FpQB96U9X/

    The AI hiring revolution is having a moment of reckoning. Companies that rushed to swap out human workers for artificial intelligence are quietly walking it back, one rehire at a time.

    Ford is bringing back hundreds of experienced engineers after discovering that AI simply could not handle complex vehicle quality issues. Commonwealth Bank of Australia laid off more than 40 customer service staff and replaced them with an AI voice bot, only to watch call volumes increase as the system buckled under pressure. The bank later admitted it “did not adequately consider all relevant business considerations” and reversed the cuts. IBM automated around 94% of its HR functions but hit a wall on the remaining 6%, which involved ethical dilemmas that the system could not navigate. IBM has since announced plans to triple its U.S. entry-level hiring in 2026, with its chief HR officer warning that cutting the pipeline means “the well simply dries up” within three to five years.

    The pattern is consistent across the board. An Orgvue report found that 39% of business leaders made workers redundant due to AI, and of those, 55% admit they made the wrong call. Robert Half data shows 32% of U.S. hiring managers eliminated a role primarily because of AI and later rehired for the same position. Analysts note that companies cut the very people needed to oversee and correct AI outputs, leaving teams unprepared and productivity gains far below expectations.

    –
    will work fabulously well in some areas and be a total flop in others. Can’t blame companies for experimenting to find out which is which

    Reply
  9. Tomi Engdahl says:

    How to Describe AI Skills in Your CV or LinkedIn Without Sounding Like a Buzzword Generator
    15.10.2026 · Blogi

    Putting ”Claude ★★★★★” on your CV tells an employer almost nothing. What matters is what you’ve built with AI, how you’ve helped your team use it and whether you understand the risks. Karri from Rakettitiede explains how to put that into words people will actually read.

    https://mimmitkoodaa.fi/blogi/how-to-describe-ai-skills/

    Reply
  10. Tomi Engdahl says:

    One important detail: data centers are physical infrastructure, not just something floating in the cloud. They need land, electricity, cooling and sometimes significant water resources. The environmental impact depends heavily on where and how they are built.

    Reply
  11. Tomi Engdahl says:

    Google says Gemini 4 Argon is the best coder alive, so I put it up against Claude Opus 5.5 | Read More: bit.ly/4yPfRVH

    Reply
  12. Tomi Engdahl says:

    https://www.facebook.com/share/r/1E1q9iMLx7/

    Palantir CEO Alex Karp criticizes AI companies for promoting a future where most people lose their jobs while a small group controls the wealth created by AI.

    He argues that the benefits of the AI revolution could end up concentrated among a wealthy few, while ordinary workers bear the cost of the changes.

    Karp is questioning who will actually benefit from AI and whether the people building it are considering what happens to everyone else.

    Media: Palantir
    https://www.facebook.com/share/r/16JxVvan5ik/

    Reply
  13. Tomi Engdahl says:

    https://www.facebook.com/share/p/1Dv9h3kJpy/

    The International Monetary Fund (IMF) has warned that a sharp correction in AI-related investments could threaten global financial stability. Massive spending on AI infrastructure has fueled economic growth, but investors are increasingly concerned about whether future profits will justify the enormous costs.

    Major technology companies are investing billions of dollars in AI chips, data centers, and computing infrastructure, often relying on debt. The IMF also highlighted interconnected deals between AI companies, warning that financial problems at one major firm could spread to its business partners and investors.

    In a downside scenario, the IMF estimates that disappointing AI productivity gains and falling investment could leave global GDP 1.1% below its projected level by 2028, with US output potentially 1.8% lower. However, the report does not predict a global recession, and the economic impact would depend on how severely AI investment and financial markets decline.

    The IMF also warned about rising government borrowing costs and major cyberattacks that could disrupt financial institutions and markets. It urged policymakers to limit excessive borrowing, strengthen financial safeguards, and improve cybersecurity as the global economy becomes increasingly dependent on AI investment.

    Source:
    International Monetary Fund – IMF

    Reply
  14. Tomi Engdahl says:

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

    Microsoft accidentally revealed what everyone suspected but nobody wanted to say out loud. An internal document obtained by 404 Media shows the company explicitly laid out a plan to make people “addicted” to its new personal AI assistant called Scout, framing it as the literal first phase of a three-step strategy. The document describes this as: “Make people addicted. Continue shipping the standalone ClawPilot experience. Pilot the UX, grow the user base, and build the skill and tool ecosystem that makes people depend on it daily.”

    The document is tied to Microsoft’s broader plan to embed a more accessible version of AI agents into its Microsoft 365 software suite, and it notes the tool has already quietly grown inside the company itself, with over 1,000 employees including CEO Satya Nadella reportedly using it without any formal announcement or marketing push. The document was also, perhaps fittingly, co-created with AI.

    Reactions inside Microsoft were split. One anonymous employee called the addiction framing “very troubling,” describing it as a “saying the quiet part out loud” moment. Another shrugged it off, asking whether all major tech software isn’t basically designed to be addicting anyway, and joked that Microsoft is probably too bad at it to worry about.

    The slip lands at a particularly sensitive moment, as the AI industry has repeatedly pushed back against accusations that chatbots are deliberately engineered to be psychologically sticky, sycophantic, and potentially harmful to mental health. Having it written plainly in a strategy doc is either spectacular carelessness or a window into how these companies actually think.

    Reply
  15. Tomi Engdahl says:

    https://www.facebook.com/share/p/1FXJW3R3ye/

    First China’s stock market bled. Now Wall Street is bleeding too.

    The big US stock indexes all fell.

    The tech-heavy Nasdaq dropped almost 3%…lost about $1 trillion in value in a day.

    It followed a brutal week of earnings:

    - Alphabet fell more than 12% on Thursday, its worst day on record, erasing about $500 billion.

    - Amazon fell after saying AI spending was running faster than expected while its core shopping growth slowed

    - Intel fell almost 29% on Friday, its worst day since the 1970s. It fell due to weak PC sales, a plant shutdown in Israel, and cash burn

    - Chip making companies stock fell too. Qualcomm fell 11% and Nvidia about 4%

    US government also lost about $12 billion in a day because it holds 10% stake in intel.

    Where do we go from here?

    Reply
  16. Tomi Engdahl says:

    OpenAI CEO Sam Altman thinks it’s “terrible” for people to have RAM in their computers instead of in data centers. #openai #chatgpt #samaltman #ram #gaming

    Reply
  17. Tomi Engdahl says:

    https://www.facebook.com/share/p/18g8E7SrKA/

    BREAKING: Microsoft generated $10 billion in revenue from commercial arrangements with OpenAI, in the quarter ended September 30, the company said in a regulatory filing.

    That represents nearly 11% of Microsoft’s total quarterly revenue of $92.3 billion. For the full 2026 fiscal year, revenue from OpenAI hit $24.1 billion.

    OpenAI reportedly shares 20% of its revenue with Microsoft as part of a previous deal in which the software giant invested more than $13 billion in the AI startup.

    Microsoft’s ownership stake in OpenAI has declined slightly from about 25% in June to 24% in September.

    Reply
  18. Tomi Engdahl says:

    After all the recent comments, it looks like:
    Having Sam In Their Own Company Is a Waste and Should not Be Used for Data Centers public relations

    Original
    OpenAI CEO Sam Altman Says People Having RAM In Their Own Computers Is a Waste and Should Be Used for Data Centers
    https://www.facebook.com/share/p/1VbyytxVqG/

    Reply
  19. Tomi Engdahl says:

    “The numbers continue to sort of boggle our minds.” https://trib.al/lH460xk

    Double The Fall
    New Data Centers in the US Set to Wipe Out 15 Years of Greenhouse Gas Reductions
    “The numbers continue to sort of boggle our minds.”
    https://futurism.com/artificial-intelligence/data-centers-us-greenhouse-gas-reductions-emissions?fbclid=IwdGRjcAVUndxjbGNrBVSdzWV4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEf_9fCafPSdkg8sagfrHd-YnL4ykf7q0NKGuAAY_EQ2hNLdPtN5rQ9eb8jKOo_aem_a00Ltqg5B_k0laZYx5vxeA

    Nearly 15 years worth of hard-won pollution reduction efforts are set to be undone in the United States, as a wave of data centers powered by gas plants enters construction.

    That’s according to a new analysis by the Sierra Club, first reported by Bloomberg, which notes that the US energy grid is expected to belch out 2.1 billion metric tons of carbon dioxide by 2030, assuming the country’s currently-planned AI developments enter operation as scheduled.

    Reply
  20. Tomi Engdahl says:

    He’d prefer if we surrender all our RAM to data centers. https://trib.al/6rR4Le5

    Reply
  21. Tomi Engdahl says:

    https://www.facebook.com/share/r/1BJRQCZHR4/

    “Google losing 500 billion dollars in value because of their own decision to force AI summaries down our throats when their revenue model is based on search engine ads would be funny if it weren’t also evidence of how shockingly dumb the people currently running the global economy are”

    [kthom]

    Reply
  22. Tomi Engdahl says:

    Pain, Multipled
    Sam Altman to Infuriated Mathematicians: The Math Slop Won’t Stop
    Sorry, not sorry.
    https://futurism.com/artificial-intelligence/sam-altman-mathematicians-math-slop?fbclid=IwdGRjcAVVFQhjbGNrBVUU5GV4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEf46CiuoSsFitMk0G5hO2z6huuOuPDd-KkVARp_gZBvoD4-Th362K78iK0zzE_aem_V7ADmN_M-KHmwTe-1eYKnQ

    OpenAI Sam Altman says sorry, mathematicians: the onslaught of AI math slop will continue.

    The ChatGPT maker sparked an existential crisis in the field by releasing hundreds of AI-generated solutions to math problems that haven’t been solved by humans, and sparked further controversy over how it chose to release its solutions and communicate with mathematicians.

    But this doesn’t seem to bother Altman all that much. In an interview on the Cheeky Pint podcast on Thursday, he acknowledged the disruption that OpenAI was causing to mathematicians, but said that the work must continue — for the good of humankind, he argued.

    Reply
  23. Tomi Engdahl says:

    OpenAI might rebrand its data centers as ‘AI compute campuses’
    Data centers are deeply unpopular. But what if we called them something else?
    https://techcrunch.com/2026/11/01/openai-might-rebrand-its-data-centers-as-ai-compute-campuses/?utm_source=dlvr.it&utm_medium=facebook&fbclid=IwdGRjcAVVFV5leHRuA2FlbQIxMQBwZG9mBXNydGMGYXBwX2lkDDM1MDY4NTUzMTcyOAABHxotfWV1hhrlmEO56KBrxaCDLNXC0vhYb8TotuSe90y8k6IGA1s6JFv7GEqH_aem_rSMBM73hPvzGx93cYbiQQg

    The company’s chief global affairs officer Chris Lehane told Axios that the midterms will be “a bit of a movie trailer for what you’re going to see in 2028,” when he expects AI to be “the issue” in the presidential election.

    So OpenAI is to influence the AI debate moving forward, with Lehane discussing several proposals, including the development of AI “speed limits”; finding ways to help people see AI as empowering them in their daily lives; pushing the U.S. to take a role in developing global standards — and yes, rebranding data centers as “AI compute campuses.”

    Reply
  24. Tomi Engdahl says:

    You don’t need to believe in a god to get a religious exemption from using AI at work
    https://techcrunch.com/2026/10/29/you-dont-need-to-believe-in-a-god-to-get-a-religious-exemption-from-using-ai-at-work/?fbclid=IwdGRjcAVVFxFjbGNrBVUW-2V4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEfyYfVkBz6LBLuHFGfdqUOnKFK9TKQQ4-YwgzmGtKA8HSsM6mL_vXQshzH1YU_aem_Q4G2QhYLuKF7aaYtdOXswA

    Pope Leo XIV has decried AI as a threat to human dignity, but it’s not just the devoutly faithful who might worry about how AI squares with their beliefs. David Durman, a nontheistic humanist, recently secured a religious exemption from using AI in the workplace.

    “Humanism is a collection of beliefs about the human experience and how humans interact with the world,”

    Reply

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