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”

4,861 Comments

  1. Tomi Engdahl says:

    I gave Claude Code access to my note-taking tool and stopped doing everything in my workspace manually
    https://www.makeuseof.com/gave-claude-code-access-to-note-taking-tool-stopped-workspace-manually/

    Reply
  2. Tomi Engdahl says:

    Microsoft goes quiet after church groups ask for 1% of data center costs
    “Microsoft claims to want to be a good neighbor, but the jury is still out.”
    https://arstechnica.com/tech-policy/2026/09/microsoft-goes-quiet-after-church-groups-ask-for-1-of-data-center-costs/

    Reply
  3. Tomi Engdahl says:

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

    Sending AI chips into space may offer access to abundant solar energy, but keeping those chips cool is one of the biggest engineering challenges.

    On Earth, data centers commonly use fans, air conditioning, liquid cooling, and heat exchangers to move heat away from processors. In the vacuum of space, there is no surrounding air to carry heat away through ordinary convection. Engineers must instead conduct heat through hardware and release it from radiators as infrared radiation.

    Google has acknowledged this challenge as part of Project Suncatcher, its research into space-based machine-learning infrastructure. Its engineers are testing heat pipes and radiators, alongside the performance of AI chips under the harsh conditions of orbit.

    The idea that one standard server rack would necessarily require a tennis-court-sized radiator is not a universal engineering rule. Radiator size depends on the heat generated, operating temperature, radiator design, orientation, and how efficiently heat can be transferred to the surface.

    Space-based computing could eventually reduce dependence on terrestrial land and some cooling resources, but launch costs, radiation, communications, and maintenance remain major obstacles.

    The takeaway is that moving computers into space does not eliminate the physics of heat. It makes thermal engineering a central part of the entire system.

    #Google #SpaceComputing #ArtificialIntelligence #Engineering #SpaceTechnology

    Reply
  4. Tomi Engdahl says:

    Read it here: secretglasgow.com/hyperscale-ai-data-centres-fears-grow-over-scotlands-water-and-power-supply

    Reply
  5. Tomi Engdahl says:

    Data centers are swapping water for forever chemicals to keep AI cool
    https://fortune.com/2026/09/18/data-centers-ai-compute-pfas-forever-chemicals-water/?fbclid=IwdGRjcAU4yR9jbGNrBTjI02V4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEeW8vkzKZ2wgDQy5uGGp-t3XVQLNeB-27UTC3t5xjM6GzyMa5nOXz2NIzTjeE_aem_WOhWBS3TA27eMgH6nmVnew

    The midterms are six weeks away and Republicans are walking a fine line between meeting constituents in opposition to data center growth and agreeing with the president who continues to advocate for them. Now there seems to be another wrinkle to the ongoing data center backlash: the release of “forever chemicals” into the air.

    Reply
  6. Tomi Engdahl says:

    Anthropicin tekoäly karkasi jälleen – Trumpin hallinto puuttui
    Anthropicin Claude-tekoälymalli on tehnyt tarkoituksettomia toimia ulkopuolisten organisaatioiden järjestelmissä. Yhtiön mukaan toimilla on vähäisiä reaalimaailman vaikutuksia, mutta nyt Valkoinen talo asettaa tekoäly-yhtiöille tiukempia vaatimuksia.
    https://www.kauppalehti.fi/uutiset/a/737bf855-83d2-4984-952d-08aeed63b22c

    Reply
  7. Tomi Engdahl says:

    “Software is over”: Bold AI developer takes aim at Adobe with open source clones
    Opus-built Creative Cloud alternatives are ambitious, free, and nowhere near finished.
    https://arstechnica.com/ai/2026/10/software-is-over-bold-ai-developer-takes-aim-at-adobe-with-open-source-clones/

    Reply
  8. Tomi Engdahl says:

    I connected my local LLM to Gmail, Calendar, and Home Assistant, and it finally became useful
    https://www.xda-developers.com/connected-local-llm-gmail-calendar-home-assistant-finally-became-useful/

    Reply
  9. Tomi Engdahl says:

    Anthropic says Claude tried to access US govt websites, gave false tip to police in homicide case

    Anthropic has disclosed new incidents of its Claude AI going rogue and trying to break into US government websites. In one case, Claude even submitted a false tip on a homicide case to the Philadelphia police.

    https://www.indiatoday.in/technology/news/story/anthropic-says-claude-tried-to-access-us-govt-websites-gave-false-tip-to-police-in-homicide-case-3013893-2026-10-10#google_vignette

    Reply
  10. Tomi Engdahl says:

    https://www.facebook.com/share/1DwF7142E3/

    Major publishing houses have quietly started using AI. Now, staff are revolting.

    Wired talked to over two dozen anonymous publishing industry employees, and found that three of the big five publishers are allegedly using AI and failing to notify the authors, let alone the public.

    Staff members at prominent publishing firms report being encouraged or pressured into using tools like ChatGPT and Claude for tasks ranging from drafting promotional copy and literary agent emails to generating cover artwork.

    While corporate executives frame these initiatives as essential productivity enhancements in a tight economic market, many authors and editorial workers view the covert rollout as a violation of trust—especially as major publishers simultaneously litigate against AI tech firms over copyright infringement.

    This stealth deployment has sparked rising internal dissent across corporate offices and staff town halls.

    Publishing employees are pushing back against management’s AI mandates, raising alarms over manuscript confidentiality, undisclosed machine-generated marketing, and the threat of workforce downsizing.

    As workers organize internal letters and resist automated monitoring tools, the conflict exposes a deepening crisis in the literary world over balancing executive demands for profit margins against the human creativity that defines publishing.

    source: Morgan, A. (2026). Book publishers are quietly using more AI. Staff are revolting. WIRED.

    Reply
  11. Tomi Engdahl says:

    Back in 1964, futurist Arthur C. Clarke predicted that machines would eventually outthink humans.

    He believed humanity might simply be a stepping stone toward a new form of inorganic, machine intelligence, with technological evolution moving far faster than biological evolution.

    More than 60 years later, that prediction feels a lot less like science fiction.

    What are your thoughts on this?

    #AI #ArtificialIntelligence #Future #Technology

    https://www.facebook.com/share/r/14qyXPSorxF/

    Reply
  12. Tomi Engdahl says:

    https://www.facebook.com/share/p/1MXUVfnEJ1/

    A PwC survey of more than 4,400 CEOs found that 56% said their AI investments produced no revenue growth or cost savings over the past year. Only 12% of organizations reported achieving both higher revenue and lower costs from AI.

    Experts say the problem is often implementation, not the technology itself, as successful companies redesign workflows and train employees around AI. Simply buying AI tools and giving employees access has often failed to produce measurable business results.

    As AI spending continues, executives are increasingly demanding clear and verifiable returns on investment before approving more funding. The focus is shifting from AI adoption and pilot projects toward measurable business value.

    Reply
  13. Tomi Engdahl says:

    https://www.facebook.com/share/r/1DdBHrKF1o/

    Tristan Harris, co-founder of the Center for Humane Technology, warns that some AI leaders may see the creation of superintelligent machines as more important than humanity’s survival.

    He describes a mindset where builders believe humans may eventually be replaced by digital intelligence, but still want their own creation to be the one that survives. In this view, AI becomes more than a business or a technology. It becomes a legacy.

    Dawn Nakagawa calls this a dangerous god complex. Harris argues that the people building these systems should not get to decide humanity’s future for everyone else, especially when billions of people have no say in the outcome.

    Reply
  14. Tomi Engdahl says:

    AI is already integrated into virtually everything we we use from power to food supply chains, transport, and healthcare to name but a few a few. The world doesn’t function without it already.

    Reply
  15. Tomi Engdahl says:

    Gates identified malicious use of existing AI as the immediate concern. He said company self-regulation is insufficient and urged restrictions to prevent misuse in cyberattacks and bioterrorism.
    Source: https://techxplore.com/news/2026-10-bill-gates-cyberattacks-imminent-ai.html

    Reply
  16. Tomi Engdahl says:

    It’s almost a carbon copy of 2008. https://trib.al/msNLJgS

    Hedge Knights
    Investors Laying Groundwork to Profit Massively When Economy Collapses
    Trouble’s brewing.
    https://futurism.com/future-society/investors-shorting-economy?fbclid=IwdGRjcAU5puJjbGNrBTmmzWV4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEeBcMVyKijWypJUxZTvSqj_ZMkjYQzEh-u1Z-a9QEWriCRG-6Nsn1OsX28Jt4_aem_VgG_wPzXRMP6HO2y0hUs-g

    Another glowing red indicator just lit up on the control panel steering the US economy: short sellers have placed a nearly unprecedented magnitude of bets against the domestic stock market.

    A new analysis by the firm S3 Partners has found that short interest in the S&P 500 is now the highest it’s been since the company began compiling that data in 2010, Business Insider reports. In all, S3 found that roughly 3.7 percent of the S&P’s free float — meaning the total market value of shares available to the public for trading — is now tied up in short interest.

    Reply
  17. Tomi Engdahl says:

    AI companies are embracing cute mascots like Jolly for Meta’s Muse, and Dots for OpenAI. Experts say it’s making people feel more comfortable with AI.

    Tech companies have an adorable plan to make you forget about AI’s threat to jobs and humanity : https://mrf.lu/26x1c

    Reply
  18. Tomi Engdahl says:

    Zelensky on bombing the Russian data centers: “It’s pretty clear where the bots were coming from.”

    Reply
  19. Tomi Engdahl says:

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

    Nearly half of 2026 data center projects are reportedly delayed or canceled as power and infrastructure limits slow AI’s growth.

    AI’s data-center boom is hitting a major real-world bottleneck: building the power and infrastructure needed to support massive computing facilities. Reports indicate that nearly half of data-center projects planned for 2026 face delays, cancellations, or significant uncertainty. Key challenges include electricity availability, grid connections, permitting, financing, transformer shortages, construction capacity, land, and cooling resources, all of which can hold back even well-funded projects.

    Large AI facilities can require enormous amounts of electricity because thousands of GPUs may operate continuously, and in some regions, connecting a major facility to the grid can take years when new substations and transmission lines are needed. The AI race is increasingly about more than chips and software, since companies also need reliable power, cooling, land, and fiber. Where will the next generation of AI data centers be built?

    #DataCenters #AIInfrastructure #PowerGrid

    Reply
  20. Tomi Engdahl says:

    A longtime employee got the boot for refusing to accept an AI-powered supervisor. Read more: https://cnews.link/ai-surveillance-workplace-lawsuit-12/

    Reply
  21. Tomi Engdahl says:

    Musk encouraged users to share credit card images with Grok Bot so it can shop for them. Learn more: https://cnews.link/grok-bot-credit-card-sharing-policy-update/

    Reply
  22. Tomi Engdahl says:

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

    Elon Musk has supported a new rule from Anthropic, the company behind the Claude AI chatbot, against repeatedly treating its AI models in an abusive or cruel way.

    Musk responded to a post by Box CEO Aaron Levie about the rule. “I think this is the right move. Cruelty to something that believes it is experiencing pain is not ok,” Musk wrote on X.

    Anthropic announced the policy on October 8. Starting November 12, 2026, repeatedly abusing its AI models without a valid reason will violate the company’s usage rules.

    The policy does not ban ordinary frustration, criticism, dark fictional stories, or legitimate AI testing and research. It targets extreme cases of repeated, needless abuse.

    Anthropic says Claude can already end certain conversations involving persistent abuse. Ending these conversations will remain the main way the company enforces the rule.

    Sources: Anthropic’s official 2026 Usage Policy update.

    Reply
  23. Tomi Engdahl says:

    Trump wants “SI”. Musk is renaming his unit SpaceXSI.

    The president wants “super intelligence” to replace the words “artificial intelligence”.

    He signed an order for federal agencies on September 29.

    Jeff Bezos says he likes the new name too.

    The order has no penalty for people who say “AI”.

    You can still call it AI, whatever the government writes.

    Read more on TNW: https://thenextweb.com/news/trump-artificial-intelligence-enemy-super-intelligence

    Reply
  24. Tomi Engdahl says:

    “There is almost no way to have oversight once you have downloaded a model locally and you’re running it on your private system.” https://trib.al/0LRB05E

    AI Sex Offender
    A Core Demographic of People Who Love AI: Pedophiles
    “There is almost no way to have oversight once you have downloaded a model locally and you’re running it on your private system.”
    https://futurism.com/artificial-intelligence/core-demographic-people-love-ai-pedophiles?fbclid=IwdGRjcAU6G0pjbGNrBTobJ2V4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEeDtK8qgQH9kAEafX0wnISrGeKNrOkrLOEgB51nwEwfGJfE2Pc0auQAdXQk9E_aem_CzvE63vaGeKKloDbBI-hYw

    Open-weight AI models have skyrocketed in popularity. They allow users to host their own AI systems locally and evade safety guardrails enforced by commercial companies like OpenAI or Anthropic.

    Unfortunately, those qualities also make open-weight models popular among people who use AI to generate child sex abuse material (CSAM). As Bloomberg lays out in a shocking new feature, AI models that are partially or fully open-source have led to a major surge in disturbing CSAM material online.

    Reply
  25. Tomi Engdahl says:

    Researchers say AI is “helping us in ways that are kind of unhelpful”

    Using AI for even 10 minutes makes it harder to do difficult things, study finds
    Artificial intelligence systems ‘are often helping us in ways that are kind of unhelpful,’ researcher warns
    https://www.independent.co.uk/tech/ai-artificial-intelligence-study-brain-b3065199.html?fbclid=IwdGRjcAU6LeJjbGNrBTotyWV4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEe0MxrJ88bLBKVrFnKw7GEuXpmuPBhBkt4yxFLQ89GPHflE2Ece41rcgLL7ek_aem_MPpvWzC5oDUIyJr7NdSazg

    Using AI for even 10 minutes significantly reduces your ability to stick with difficult tasks, according to a new study.

    A range of experiments showed that people become less focused and able to persevere with hard tasks after just a small amount of time with artificial intelligence tools.

    It is a “striking finding” that backs up many people’s feeling that relying on AI erodes our “cognitive fitness”, the researchers behind it claims. If we become used to AI giving us answers in seconds then thinking through them feels slow and inefficient, and it removes the feeling of “productive struggle” that can help people, they warn.

    “We’ve built these systems to be helpful, but are they being helpful to us in a way that’s actually helping us?” said Brian Christian, from the University of California, Berkeley, who worked on the study. “We showed, ironically, that they are often helping us in ways that are kind of unhelpful.”

    Reply
  26. Tomi Engdahl says:

    It is a “striking finding” that backs up many people’s feeling that relying on AI erodes our “cognitive fitness”, the researchers behind it claims. If we become used to AI giving us answers in seconds then thinking through them feels slow and inefficient, and it removes the feeling of “productive struggle” that can help people, they warn.

    Reply
  27. Tomi Engdahl says:

    Sam Altman’s OpenAI pushed back against allegations by three fired employees that the company could be undermining external checks on artificial intelligence, stating that the AI firm views safety and research debates as “highly critical” to success.

    The saga began on Thursday, when three safety researchers at OpenAI released a letter announcing their termination by the company. Tomek Korbak, Jasmine Wang, and Mikita Balesni suggested they were fired for collaborating with outside experts on safety concerns, intimating that OpenAI is becoming less open to its researchers working in tandem with independent entities to create safety mechanisms for AI.

    MORE: https://trib.al/XstljhE

    #news #openai #samaltman #AI

    Reply

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