From Cars to Neural Headbands: College Transformed
Time Travel to AI University Neural Band journal entry: August 2058: My grandkids are gearing up for their first year of college at AIT (The Algorithmic Institute of Technology) and something just feels...different. I think back 50 years ago when I graduated from college. It was the late 90s, and life was different, to say the least. No neural headbands. I drove my own car. Heck, we only had 50 states back then. I went to… https://hookedoninnovation.com/2026/04/08/time-travel-to-ai-university/

AI Safety Stagnates, Worst for Homework and Support
We just released some insights from testing 32 AI models for child safety. The 3 most interesting to me are: 1. Models are not getting safer over time (see chart below). 2. The two ways kids use AI most today are also...
Companies May Fire Employees Who Don't Adopt AI
Failing to use AI at work could cost you your job A new study finds 60% of companies plan to lay off employees who don’t adopt AI. https://t.co/Q1HITUtYn2 #AI #Work #Technology #jobs #GenAI #Workers
Combining CNNs and VLMs Unlocks Powerful Visual Reasoning
CNN → "Where is this object?" VLM → "What is happening in this image?" CNNs give machines eyes. Vision Language Models give them the ability to reason about what they see. They're not replacing each other — the most powerful AI systems combine...

Choose Your AI Path Today for Competitive Edge
The "Made by Humans" Premium: Why You Need to Pick an AI Lane Now by @Timothy_Hughes https://t.co/wjmKxBqwE0 @DLAIgnite #SocialSelling #DigitalSelling #Sales #Leadership #Marketing #MarketingStrategy #MarketingSuccess #ArtificialIntelligence #AI #Contentmarketing #MarketingTips #MarketingEthics
Embodied AI Set to Transform Engineering, Says Paul Newman
Very lucky to sit down with Paul Newman at Oxa about the impact embodied AI will have on engineering for @IMechE's Professional Engineering magazine https://t.co/63gHVMjOUk

AI-Driven Dairy Startup Halter Hits $2B Valuation
Halter now manages nearly 650,000 cows, and is currently raising at a $2B valuation. Half the world's habitable land is farmland. This is AI being applied to one of the oldest industries on earth and I think we're going to see...
Regulators May Force Anthropic to Go Non‑Profit
So the bear case on Anthropic (equity) is the technology is so good that the government will never allow it to stay a for-profit enterprise?
AI Cow Collars Turn Farming Into Billion-Dollar Industry
An AI cow collar just created a billion-dollar company. Farmers draw boundaries on a phone app, and the collars guide cows using sound and vibration. It works by collecting over 6,000 data points per min, feeding ML models that track grazing patterns,...

Agentic AI Delivers Real CX, Not Just Slideware
Agentic AI for CX: Real Agents vs Slideware | https://t.co/plFKZYrwfL https://t.co/K9g7LNB5Xn @Castdotapp #AI #agenticAI #AIagents #customersuccess #customerexperience https://t.co/LXHFPUC4OQ

No‑skill Promises Mask Hidden Migration Costs
Vibe coding sells the dream of "no technical skills needed" then creates users who can't comprehend why migrating their AI-generated infrastructure costs actual engineer money. You don't see the 100+ migration files. You just see the "simple" UI. And that's the trap.
Insurers Must Redesign for Autonomous AI, Not Upgrade Legacy
Most insurers think they’re getting ready for AI. They’re not. They’re preparing for a version of AI that improves yesterday’s operating model, not one that reshapes tomorrow’s business. That’s the mistake. The real shift in insurance is not about layering AI onto existing workflows....
Plan for AI: Fast Takeoff, Slow Rise, or Plateau
3 scenarios for AI: 1) Automated coder in 2028, 1yr intelligence explosion to superintelligence in 2029 2) Automated coder in 2030, slower takeoff to ASI ~2036 3) AI plateaus around 2030. AI agents everywhere but don't reach true AGI for decades. What should you...
Only Two Years
You may have two years left to prepare for the intelligence explosion. How are you going to spend them?
Seven Years Lost: AI Still Fails Temporal Reasoning
To anyone who read Rebooting AI back in (checks notes) 2019, this is both hilarious and unsuprising. The field has wasted 7 years on an architecture that can’t solve one of the most basic litmus tests Davis and I discussed then:...
Businesses Need QoS Guarantees; Anthropic’s Outages Unacceptable
Shouldn’t service providers have QoS terms like adult SaaS/PaaS providers have or some sort of customer advisory? Anthropic *appears* to be trading outages for sucky service. If you’re a business and you have built apps that require a certain level...
AI Can Deliver Full Medical School Curriculum
On the future of medical education…. An “AI generated medical school” with “400 lectures for all four years — Over 1200 case studies, 16,000 figures and 20,000 quiz questions… a full curriculum map as well to track your progress…”...
LLMs Fuel Exaggerated Posts to Game Engagement Algorithms
“Social media algs reward engagement, and LLMs are excellent at writing in different styles, so people use LLMs to translate posts and news stories into [exaggerated, misleading] versions that get more engagement” I see a ton of that here. not good.
Compute Explosion: Today's Defining Tech Story Begins
The CEO of Microsoft AI writes that the compute explosion is the technological story of our time. And it is still only just beginning.
AI Makes the Web the Next Supercomputing Frontier
The web's brightest days are ahead. 1️⃣ The web is AI's natural medium. LLMs are proficient in web tech. The browser is now everyone's IDE. No 'App Store' bs. 2️⃣ As we approach coding superintelligence, powerful low-level web APIs are maturing: WebGPU,...

Claude Opus 4.6 Appears Less Reliable, Missing Obvious Errors
Claude Opus 4.6 Extended seems dumber this week. I can’t explain it. More than ever I am asking when things don’t sound right: “Are you sure” “Rerun the numbers” “Do a deep fact check.” It responds: “I missed that one” “I should have thought harder” Anyone else?...
Looping LLMs Highlights Tech‑Civil Society Perception Gap
“And if you think that’s impressive, wait until someone puts it in a for loop.” a persistent source of why technologists and civil society have different POVs of the impact of various LLM capabilities improvements.

AI Powers Virtual Teaching Assistant for Live Workshops
Solving real problems with AI! @Christina_wm needed a virtual teaching assistant for her amazing and eccentric in-person AI training workshops. Here's the story of what she built ... https://t.co/DrQoThHbjL

JPMorgan CEO Says AI Winners Remain Unpredictable
🔺 JPMorgan Chase CEO Dimon: We can't predict AI winners and losers yet https://t.co/MB1h3gIH1m https://t.co/iY9bYkSfk9
Multiplayer AI Agents Multiply Team Productivity Beyond Imagination
Single player agents are cool, but the fun really unlocks when you have multiplayer agents that interact with your team. Instead of 5x productivity, you’re looking at 50x+ productivity. Having a single brain that everyone can plug into is a cheat code.
Researchers Probe AI's Mind Like Human Psychology
It’s worth letting this work sink in - researchers are probing the psychological state and stability of an AI system. They can’t infer behavior from how the model is designed - they have to probe, just as you do with...
DeeperDive Hits 7M Monthly Users, Expands Globally
7 million people are using DeeperDive every month. We launched it in September 2025. DeeperDive is emerging as one of the most used 'answer engines' in the world. Our new video is a fun look at why it’s grown so...
Current Trends Point to AI Explosion by 2030
Everything's unfolding exactly as you'd expect if there will be an intelligence explosion around 2028-2030.
AI Agents Now Authorized to Spend via Card Payments
Thrilled to see this launch from @Nevermined_ai connecting @Visa @coinbase and @getVGS > Persistent delegation of payment cards to AI agents > Agent-specific card authorization designed for machine-native usage > The ability to delegate spending to third-party agents > ...
Prepare Now: Inventory, Automate Patching, Build Playbooks, Review Insurance
What to do NOW to get ready for the influx of #AI security risks 1. Document your entire inventory/topology 2. Build automation for patching and updates 3. Create incident playbooks - engage legal, train leadership and customer facing teams 4. Review insurance...

From Data to Decisions: Autonomous AI Drives Value
DECISION INTELLIGENCE • system of record (traditional AI) • system of insights (generative AI) • system of decisions (agentic AI) Delivering customer value at the speed of need with require system of decision to be powered by AI agents. The future is AUTONOMOUS....
Usability Beats Benchmarks: Build Products That Actually Work
make a product super usable and ppl will pay you for it we’re way past models maxing benchmarks - if they’re not doing actual work for you, you’re asleep at the wheel

AI Agents Hired Amid a Broken Job Market
Adding on to this trash job market, wtf is this even? Hiring AI AGENTS?! Not US, but still.
Three AI Reviewers Auto‑audit Code in Parallel
After Claude Code writes my code, I make it review its own work. /simplify spawns 3 AI reviewers in parallel: one hunts dead code, one checks naming and structure, one profiles for performance. All running at the same time.
Feed AI Session Insights Back Into Shared Team Artifacts
NEW POST @techygarg finishes his series on reducing the friction in AI-Assisted Development with a practice that feeds back learnings from AI sessions into the team's shared artifacts, turning individual experience into collective improvement. https://t.co/sQ9bkAGlbQ

One Billion AI Agents Expected by 2029, 3.7T Tokens Daily
IDC: there will be 1 billion active AI agents by 2029 using 3.7T tokens/day https://t.co/teDuxnC8lY
Transparency in AI Use Builds Trust and Choice
The biggest problem with AI isn’t the technology itself; it’s when people don’t know it’s being used or how their data is handled. When companies are upfront about AI usage, it builds trust and gives users the choice to opt...

Scale AI by Redesigning Work: Replace or Augment?
The AI super-cycle: from growth to scale. Focus on work redesign: redesign workflows, define where AI replaces vs. augments work https://t.co/hJerCizN1R

AI-Powered NotebookLM Gives Investors a Market Edge
How do you stay ahead of the market? Is traditional research enough? Or is AI the edge we’ve all been waiting for? Find out how NotebookLM transformed my investment process 👇🏻 (no paywall; link below)

AI Build‑Out to Spark $1T Infrastructure Spend by 2029
IDC: AI capacity build out drives $1T in infra spending by 2029 - 15X growth since 2023 https://t.co/YrrNmy8LTe
Limited Mythos Details Fuel Unfounded FUD, Awaiting Evidence
It is both annoying and sad to see how this one scorecard release of Anthropic’s Mythos is spreading so much FUD, esp on social media. It’s like the less information released, the more the dramatic assumptions. There’s sparse information - I’ll hold...

NVIDIA Jetson Powers Real-Time AI on Lunar Spacecraft
$FLY 🤝 $NVDA “Integrating the NVIDIA Jetson platform into Firefly’s Elytra spacecraft enables autonomous, on-orbit AI processing that transforms raw lunar imagery into actionable insights in real time.” 🚀🌖 https://t.co/Uk3IGXn8jp https://t.co/nqePqTPMlk
Seeking Practical Tips to Run 754B Model Locally
does anyone have advice for how to run a 754b parameter model at home? i am quite serious.
AI‑Assisted Development: Incremental Boost or Enterprise Transformation?
What is the real impact of AI-assisted development in large enterprises? On personal projects, it feels like a step change. At scale, I am not sure yet. Is it incremental or transformational?
Claude Opus 4.5 Codes Hour for $0.65 vs $21
In the METR benchmark: Cost for Claude Opus 4.5 to do 1h coding task: $0.65 Cost to pay humans to do the same: $21 AI is extremely cheap.
AI Adoption Threatens Tax Base, Prompting Capital Tax Shift
OpenAI is starting to think beyond technology and into economic consequences. The concern is that widespread AI adoption could erode the tax base by reducing labor income, putting pressure on systems like Social Security and healthcare. One idea is to shift...
Mythos Beats Opus 4.6, Elevates Cybersecurity Coding Power
Anthropic Mythos: some of the conversation I had with Mike Krieger yesterday at HumanX. "If you look at the system card it vastly outperforms Opus 4.6 on coding, agentic behaviour. So it's an amazing general purpose model already, but it also...
AI Set to Revolutionize Hacking—Follow @Adversariel
If you want to understand how AI is about to completely change hacking, follow @adversariel.

Enter Pro Bundles AI Models and Backend in One Subscription
Was scrolling through product updates today like I always do Saw Enter Pro's new drop and literally stopped mid-scroll. wait, I don't need to pay Supabase anymore? One subscription = all top models + real backend?? let me break this down https://t.co/SOyZTu8KmF
Google Photos Adds Digital Wardrobe for AI Styling
And since you can connect Google Photos as part of Personal Intelligence, your "Wardrobe" could influence AI responses in Gemini and AI Mode -> Google Photos wants to remember what you wore so you don't have to *Google is working on...