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”

1,095 Comments

  1. Tomi Engdahl says:

    Figma’s stock drops 12% in two days after Google releases ‘vibe design’ product
    https://www.cnbc.com/2026/03/19/figma-stock-drops-11percent-after-google-releases-vibe-design-product-stitch.html

    Key Points
    Google launched an AI-design platform, pushing Figma shares down 12% in two days.
    Figma, which went public in July, reached an agreement last year to use more of Google’s AI services.
    Figma’s stock is down about 35% this year, as investors dump cloud software companies.

    Reply
  2. Tomi Engdahl says:

    How Squad runs coordinated AI agents inside your repository
    An inside look at repository-native orchestration with GitHub Copilot and the design patterns behind multi-agent workflows that stay inspectable, predictable, and collaborative.
    https://github.blog/ai-and-ml/github-copilot/how-squad-runs-coordinated-ai-agents-inside-your-repository/

    Reply
  3. Tomi Engdahl says:

    Google unveils new ‘vibe design’ tool to help anyone design a high-fidelity UI using natural language
    https://www.techradar.com/pro/google-unveils-new-vibe-design-tool-to-help-anyone-design-a-high-fidelity-ui-using-natural-language

    Reply
  4. Tomi Engdahl says:

    Stripe Engineers Deploy Minions, Autonomous Agents Producing Thousands of Pull Requests Weekly
    https://www.infoq.com/news/2026/03/stripe-autonomous-coding-agents/

    Reply
  5. Tomi Engdahl says:

    I wrote a script to run Claude Code with my local LLM, and skipping the cloud has never been easier
    https://www.xda-developers.com/wrote-script-run-claude-code-local-llm-skipping-cloud/

    Reply
  6. Tomi Engdahl says:

    Context Mode is not a CLI output filter or a cloud analytics dashboard. It operates at the MCP protocol layer — raw data stays in a sandboxed subprocess and never enters your context window. Web pages, API responses, file analysis, Playwright snapshots, log files — everything is processed in complete isolation.
    https://github.com/mksglu/context-mode

    Reply
  7. Tomi Engdahl says:

    Leader, don’t stand in the way of AI – your employees have the skills and knowledge when you allow them to be bold
    Artificial intelligence is becoming an enabler much like the internet – something we use without thinking about it. Understanding its possibilities grows and accumulates through practical use. The pace of development depends on the courage of executive leadership: now more than ever, leaders must be able to both envision and inspire, as well as listen and observe. Strong support from leaders encourages bold experimentation and accelerates collective learning.

    https://www.dna.fi/dnabusiness/blogi/-/blogs/leader-don-t-stand-in-the-way-of-ai-your-employees-have-the-skills-and-knowledge-when-you-allow-them-to-be-bold

    Reply
  8. Tomi Engdahl says:

    Employees who don’t vibe code are ‘probably underperforming,’ fintech startup product chief says
    https://www.businessinsider.com/vibe-coding-ai-tools-underperforming-ramp-tech-2026-3

    Ramp’s product chief says employees who aren’t vibe coding are falling behind.
    “If you’re not using Claude code this year, no matter what your role is, you’re probably underperforming,” Geoff Charles said.
    Staff who “sometimes use ChatGPT” are at level zero, and won’t be at the company for long, he said.

    Reply
  9. Tomi Engdahl says:

    The AI coding hangover
    analysis
    Mar 13, 2026
    7 mins

    https://www.infoworld.com/article/4141358/the-ai-coding-hangover.html

    Why the rush to replace developers with LLMs is leaving companies with brittle systems, runaway cloud bills, and a painful rebuild.

    Reply
  10. Tomi Engdahl says:

    How to Build an End-to-End ML Platform Locally: From Experiment Tracking to CI/CD
    Sandeep Bharadwaj Mannapur
    Sandeep Bharadwaj Mannapur
    Machine learning projects don’t end at training a model in a Jupyter notebook. The hard part is the “last mile”: turning that notebook model into something you can run reliably, update safely, and trust over time.
    https://www.freecodecamp.org/news/build-end-to-end-ml-platform-locally-from-experiment-tracking-to-cicd/

    Reply
  11. Tomi Engdahl says:

    Suomalaisten täytyy varautua siihen, että tekoäly todella vie työmme
    Perttu Räisänen19.3.202607:15TyöelämäTyöttömyysDigitalousTekoäly
    Meidän olisi viimeistään nyt syytä alkaa varautua yksilöinä ja yhteiskuntana siihen, että tekoäly voi oikeasti korvata merkittävän määrän työtehtäviä tulevina vuosina, kirjoittaa toimittaja Perttu Räisänen.
    https://www.kauppalehti.fi/uutiset/a/ecebd543-2e01-4545-a5c0-dc48051253bc

    Reply
  12. Tomi Engdahl says:

    Tekoälyä vähätellään kuin internetin merkitystä aikoinaan – DNA-johtajat neuvovat asiakkaita kuvittelemaan tulevaisuutta
    Suvi Korhonen18.3.202611:30UraDigitalousTekoälyOperaattorit
    Uusien digipalvelujen kehittämisessä teknologia ja liiketoiminta kulkevat koko ajan rinnakkain. Siksi johtajilta on tärkeää löytyä molempien osaamista.
    https://www.tivi.fi/uutiset/a/a3efb64e-c1c9-4bb2-ab49-ae31f4a44846

    Reply
  13. Tomi Engdahl says:

    AI Flaws in Amazon Bedrock, LangSmith, and SGLang Enable Data Exfiltration and RCE
    https://thehackernews.com/2026/03/ai-flaws-in-amazon-bedrock-langsmith.html

    Reply
  14. Tomi Engdahl says:

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

    The future of personal technology is in your face…literally. Mark Zuckerberg has boldly stated that AI-powered glasses will soon replace smartphones as the primary tool for communication and interaction. According to Zuckerberg, the shift will be so significant that those without AI glasses could find themselves falling behind in both social and professional spaces.

    These next-generation glasses are expected to integrate augmented reality, artificial intelligence, and constant connectivity into a sleek, wearable device. Users will be able to access information, communicate, and interact with digital content seamlessly, all while keeping their hands free and their attention on the real world around them. This shift could reshape how we live, work, and communicate.

    While the technology is still in development, Zuckerberg’s vision is clear: AI glasses will not just be the future of smartphones, they will be the new standard for personal computing and digital interaction. As tech companies race to create these devices, the question remains: will we be ready to make the jump?

    #technologia #innovation #ai #futuretech #smartglasses #fblifestyle

    Reply
  15. Tomi Engdahl says:

    ‘Babe, it’s AI’: the perfect alibi for a post-truth world
    From Zendaya and Tom Holland’s fake wedding to global politics, AI-generated images are blurring the line between truth and fiction, and giving everyone a ready‑made excuse, says Sophie Heawood – and that should worry us all
    https://www.independent.co.uk/voices/babe-its-ai-excuse-deepfakes-truth-crisis-b2942028.html?fbclid=IwdGRjcAQr0gpjbGNrBCvRuGV4dG4DYWVtAjExAHNydGMGYXBwX2lkDDM1MDY4NTUzMTcyOAABHgOuxlES47Wzu3VludIs3cgu273aYQx7GWmo6KRgIDrUvudBsDnW8gxnOMLo_aem_HIlD1UaHrKj1xWqpBLrVUw

    Reply
  16. Tomi Engdahl says:

    The game interface where AI agents build real things
    https://github.com/pablodelucca/pixel-agents

    Pixel Agents turns multi-agent AI systems into something you can actually see and manage. Each agent becomes a character in a pixel art office. They walk around, sit at their desk, and visually reflect what they are doing — typing when writing code, reading when searching files, waiting when it needs your attention.

    Right now it works as a VS Code extension with Claude Code. The vision though, is a fully agent-agnostic, platform-agnostic interface for orchestrating any AI agents, deployable anywhere.

    This is the source code for the free Pixel Agents extension for VS Code — install from the VS Code Marketplace or Open VSX with the full furniture catalog included.

    Reply
  17. Tomi Engdahl says:

    OpenClaw can bypass your EDR, DLP and IAM without triggering a single alert
    https://venturebeat.com/security/openclaw-can-bypass-your-edr-dlp-and-iam-without-triggering-a-single-alert

    An attacker embeds a single instruction inside a forwarded email. An OpenClaw agent summarizes that email as part of a normal task. The hidden instruction tells the agent to forward credentials to an external endpoint. The agent complies — through a sanctioned API call, using its own OAuth tokens.

    The firewall logs HTTP 200. EDR records a normal process. No signature fires. Nothing went wrong by any definition your security stack understands.
    That is the problem. Six independent security teams shipped six OpenClaw defense tools in 14 days. Three attack surfaces survived every one of them.

    Reply
  18. Tomi Engdahl says:

    How agentic AI will self-assemble the enterprise stack
    Opinion
    Mar 17, 2026
    7 mins

    https://www.cio.com/article/4145777/how-agentic-ai-will-self-assemble-the-enterprise-stack.html

    The old way of manual IT upgrades is dying; now, smart AI agents can basically rebuild the tech stack themselves if leaders are brave enough to let go of the wheel.

    Reply
  19. Tomi Engdahl says:

    Why agentic AI stalls in production — and how a control plane fixes it
    Learn why scaling agentic AI in production requires a control plane for observability, agent coordination, and reliability — not just generative models alone.
    https://thenewstack.io/agentic-ai-control-plane-production/

    Reply
  20. Tomi Engdahl says:

    mcp2cli
    Turn any MCP server, OpenAPI spec, or GraphQL endpoint into a CLI — at runtime, with zero codegen.
    Save 96–99% of the tokens wasted on tool schemas every turn.
    https://github.com/knowsuchagency/mcp2cli

    Reply
  21. Tomi Engdahl says:

    Claude Can Now Create Complex Diagrams — I Tested 21 Prompts (Goodbye Canva!)
    https://medium.com/ai-software-engineer/claude-can-now-create-sophisticated-diagrams-charts-goodbye-canva-600d8c524b1c

    We have come along with Canva, but now Claude’s new update does the job faster.

    I tested 21 prompts, from simple to complex, and the results were insane.

    Reply
  22. Tomi Engdahl says:

    These two local models made me cancel my ChatGPT, Gemini, and Copilot subscriptions
    https://www.xda-developers.com/local-models-made-me-cancel-chatgpt-gemini-copilot-subscriptions/

    Tools like Gemini, ChatGPT, and Copilot are extremely capable. Cloud AI has reached a point where you can ask almost anything, and you’ll get a solid answer in seconds regardless of the model. It might not be exactly what you’re looking for, but the point is that most cloud AI is capable of producing useful output in one way or another. I feel like this is one of the reasons many people feel like running a local AI is either too complex or limited to be useful. I used to think the same thing, but curiosity eventually got the best of me and I set up my local model through LM Studio, and it was much easier than I anticipated.

    The models I run on my PC are relatively small to medium in size, and meant for everyday tasks such as research, explanations, information synthesis, and brainstorming. They didn’t completely replace cloud AI, but they ended up covering most of what I actually use AI for. Once I had this setup, I realized paying for AI subscriptions just wasn’t necessary.

    As great as cloud LLMs can be, they have friction points. You can’t use them offline, the UIs aren’t customizable, and there are message caps in the free versions (or pricey subscriptions just to then get features you’ll never use). Switching models also involves switching accounts, whereas you can access multiple local models from the same runner on your machine.

    OpenAI’s gpt-oss 20B
    My first local model also turned out to be my favorite one

    Google’s Gemma-3n-e4b
    A great option for more modest machines

    Reply
  23. Tomi Engdahl says:

    Moral Hazard
    The Military’s AI Fever Is Leading Into Disaster, Critics Say
    “Greater reliance on AI reduces the lives of individuals to blips and data points on a screen.”
    https://futurism.com/artificial-intelligence/ai-military-civil-liberty

    Reply
  24. Tomi Engdahl says:

    Viekö tekoäly koodareilta työt? Vaihdoin AI-agentin kanssa 50 viestiä – ja tällaisen pelin se pyöräytti
    Ohjelmointi­professorin mukaan tekoälyagentti tekee kahdessa minuutissa kahden viikon työt.
    https://yle.fi/a/74-20214345

    Helmikuussa suomalainen it-palveluyhtiö Etteplan aloitti muutosneuvottelut. Yhtiön mukaan jopa 40 työntekijää saattaisi menettää työnsä. Tilanteesta syytettiin heikkoa markkinatilannetta ja ”tekoälyn tuomia rakenteellisia muutoksia”. Maaliskuussa samanlaisen ilmoituksen teki Vincit, joka aikoi vähentää 45 työntekijää.

    Etteplanin johtaja kuvasi Helsingin Sanomissa, että tekoälyagenteista kehitetään virtuaalisia kollegoita, jotka tuottavat koodia.

    Virtuaalisia kollegoja? Muutama vuosi sitten tämä olisi ollut puhdasta tieteiskirjallisuutta.

    Tänään maailman johtavien it-yhtiöiden toimitusjohtajat julistavat, miten tekoäly tekee jatkossa suuren osan koodareiden töistä. Ohjelmistoyhtiö Salesforcen osakekurssi romahti, kun sijoittajat epäilivät, ettei sen koodi ole jatkossa yhtä paljon arvoa – tekoälyhän tuottaa koodia tuosta vain.

    Reply
  25. Tomi Engdahl says:

    OpenReview
    An open-source, self-hosted AI code review bot. Deploy to Vercel, connect a GitHub App, and get on-demand PR reviews powered by Claude.
    https://github.com/vercel-labs/openreview

    Reply
  26. Tomi Engdahl says:

    Anthropic gives Claude shared context across Microsoft Excel and PowerPoint, enabling reusable workflows in multiple applications
    https://venturebeat.com/orchestration/anthropic-gives-claude-shared-context-across-microsoft-excel-and-powerpoint

    Reply
  27. Tomi Engdahl says:

    Tämä on syy tekoälyn räjähdysmäiseen nousuun – Ja se muuttaa kaiken
    Mikko Nyman15.3.202608:15|päivitetty16.3.202609:20TekoälyApuohjelmatDigitaalinen teknologia
    Tekoälyä on yhtäkkiä kaikkialla. Taustalla ei ole yksi keksintö, vaan usean teknisen kehitysaskeleen osuminen samaan hetkeen. Tämä ei olisi ollut mahdollista vielä muutama vuosi sitten.
    https://www.tivi.fi/uutiset/a/26db5f39-334c-4255-93f9-29596bb8b1c2

    Reply

Leave a Comment

Your email address will not be published. Required fields are marked *

*

*