AI Dynamics

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  • Free AI Agents Workshop Replay Now Available for 12 Hours

    I taught AI agents to 20,000 people for free, and for the next 12 hours, you can watch that exact same workshop replay. It’s 2026. You need to know how to build AI agents. I got you. If you’re a mom returning to work, someone worried about your job, or someone who feels behind

    → View original post on X — @alliekmiller

  • AI Adoption Could Enable 4-6 Hour Work Days

    People spend roughly 10/hours working 5 days a week. [8 hours at work, 2 hours in traffic; this is the norm across most major cities] As AI gets adopted: governments can reform labour laws. Institute 4-6 hour/work days. Allow people more time with their families. I am not

    → View original post on X — @akshat_world

  • The Java Developer RoadMap for Big Data and AI
    The Java Developer RoadMap for Big Data and AI

    The Java Developer RoadMap! #BigData #Analytics #DataScience #AI #MachineLearning #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #GoLang #CloudComputing #Serverless #DataScientist #Linux #Programming #Coding #100DaysofCode geni.us/Java-Dev–Roadmap

    → View original post on X — @gp_pulipaka, 2026-04-12 04:42 UTC

  • MSL operates like a startup, join the team

    MSL *really does* run like a startup 🙂 join us if that sounds exciting to you! Vu Tran (@vu0tran) Crazy to see the positive response to Muse Spark. I joined Meta in Dec and was surprised how startup-y MSL feels. Dec through now, through the holidays was literally nonstop building for me. Everyone on the team cares. People want to do great work — https://nitter.net/vu0tran/status/2043029196277211325#m

    → View original post on X — @alexandr_wang, 2026-04-12 03:56 UTC

  • California’s tech exodus and workforce implications

    The Golden State is cooking its golden geese, but what happens when they are all cooked and eaten or have left? Then they come for the people.

    → View original post on X — @elonmusk

  • Intelligence Saturation and the Future of Work

    (Artificial) Intelligence saturation and the future of work
    #AI #AIio #AIInnovation #ML #DataScience #Futureofwork @lexfridman @sama @kaifulee @ID_AA_Carmack @karpathy @2morrowknight @ylecun

    → View original post on X — @terence_mills

  • AI Isn’t Superhuman—It Just Beats Our Mediocre Status Quo

    I think there’s a misconception about how AI will break and change things. The Mythos hype has convinced people that AI is about to be so advanced that it can overcome our great cybersecurity defenses. It’ll creat new zero-days and use them to attack everything. And that it’ll be so smart that it can out-innovate our brilliant companies and genius human workers. So it’ll replace hundreds of thousands of companies and millions of workers by exceeding their quality. I think that’s wrong. The reality is that most companies are very poorly run. And their human workforces are extremely mediocre. The company vision isn’t clear. It’s hard to sell the product. And most of the workforce just tries to do as little as possible to earn their pay. And it’s been this way for decades. The only reason existing companies and workforces have survived this long is because most of their competition is just as bad. With cybersecurity, it’s not that everyone is so secure and there just aren’t any attackers smart enough to bypass their defenses. Most companies are actually easy for an a decent attacker to breach if they applied their focus and attention for a few days or weeks. So, people in general, including most people in AI, are thinking that human companies and workforces and cyber defenses are at 9.5/10. And Mythos is a 9.7 out of 10! In fact our current state of running everything, from companies to cybersecurity, is more like a 3/10. And AI for running a business, doing knowledge work, and attacking companies, is about to come in at a 5. Or a 6. And then a 7. But with the crucial difference that the 5 can be spread and scaled across the entire internet/world very quickly. A 9 attacker in 2019 could only hit very few companies. A level 9 attacker can now/soon build a level 7 AI Harness to smash millions of companies that have level 3 defenses. And it’s the same with human worker replacement. An AI that’s competency level 7 at doing general knowledge work isn’t all that impressive. But it’s revolutionary if it’s going up against level 5 human workers who are costing the company 20x what they’d pay for the AI. My takeaway and recommendation: Don’t think of the current state of things as a 9 that needs a level 10 AI to surpass it. As a species, we’re at a 3. In most things. It’s rather a miracle anything works at all. And here comes AI at a 5. 5 isn’t great. It’s weak and flawed too. But it CRUSHES a 3. And this is the worst version it’ll ever be. Maybe it’s a 6 in 2027. Or an 8 in 2029. Who knows what those numbers would ever mean. But humans took thousands of years to go from 1 to 2, and then centuries to go from 2 to 3. So humans aren’t going suddenly jump to a 6 to counter AIs at a 5. This is why we should take AI a whole lot more seriously, in general. It’s not competing with the best of us humans, or the best us humans can offer. It’s competing with what we have been able to piece together so far: which is a hobbled-together and fragile mess. It’s not 9.5 vs 9.7. It’s 3 vs 5/6/7.

    → View original post on X — @scobleizer, 2026-04-11 20:39 UTC

  • Agent Swarm: Multi-Agent System Building Entire Businesses Automatically
    Agent Swarm: Multi-Agent System Building Entire Businesses Automatically

    🚨 ANNOUNCING AGENT SWARM – A MULTI-AGENT SYSTEM THAT CAN BUILD AN ENTIRE BUSINESS A Master Agent spawns multiple worker agents each responsible for a task The workers agents use 12+ LLMs to do various tasks including research, design, coding, testing and automation The Master Agent monitors and delegates tasks to the worker agents Agent Swarms will evolve to work like human teams and will have eventually have goals instead of stand-alone tasks Agent Swarms Is A Early Manifestation of AGI

    → View original post on X — @abacusai, 2026-04-11 18:34 UTC

  • Capital Flight Weakens Domestic Economy and Job Quality

    I have this discussion regularly with rich families in Europe. Imho it's leeching the system. We send all your money into economies abroad but wonder why our own economy isn't working. People think quality of life magically appears. It's because of premium jobs & companies.

    → View original post on X — @andreasklinger

  • AI Job Displacement and Civil Unrest Risks Warn Lawmakers
    AI Job Displacement and Civil Unrest Risks Warn Lawmakers

    Emad Mostaque says the civil unrest may come before the job loss. Lawmakers are already getting death threats for approving data centers. “The math is really unpleasant.” “$60,000 all-in job gets replaced by $600. Next year it’ll be $60.”

    → View original post on X — @ceobillionaire, 2026-04-11 13:54 UTC