HPE's Q1 Hinges on AI‑centric Mix Shift
voice: .@HPE reports Q1 FY2026 after the bell tomorrow. The real story is not whether HPE hits the number. It is the mix shift inside the number. • AI systems revenue versus traditional compute: how fast is the portfolio rotating toward higher-density, GPU-heavy infrastructure and away from commodity x86 volume • GreenLake ARR and attach: the as-a-service pivot is still a key long-term margin lever, and I want to see acceleration, not just stability • Operating margin cadence: cost actions should be showing up in the model by now, not just in the talking points • Networking: with Juniper now closed, execution is what matters. Aruba has been solid, but integrating Juniper into a coherent go-to-market model while sustaining momentum is harder than it looks • Demand commentary: what HPE says about enterprise infrastructure appetite in 2026 is an important read-through for the broader sector The bigger question is whether HPE is capturing a meaningful share of AI capex at the enterprise and sovereign level, or whether that spend continues consolidating toward hyperscalers and more purpose-built AI infrastructure vendors. FY guidance language will matter as much as the Q1 print. If networking execution is clean and GreenLake shows real momentum, this starts to look like a different company than the market is currently pricing.
Boards Must Prioritize Decision Speed Over Vanity Metrics
MyPOV: Million-dollar HR tech decisions are being made in boardrooms every day. But do boards really understand what’s at stake? @rwang0 Ray Wang, CEO of Constellation Research, joins Julie Develin to break down the AI revolution, the shift from...
Skip the AI Race; Find a New Game
the AI rat-race seems like it will transform society a lot in durable ways, but I can't help but feel like regular people trying to keep up are going to get flattened by the wave no matter how hard they...
Compute-Driven Innovation Will Outpace Human Ingenuity
This also looks like a graph of autonomous company growth. The Bitter lesson in AI will be learned across all industries. Those that embrace massive compute driven innovation will outcompete almost all forms of human ingenuity, that is the bitter lesson.
Claude Predicted to Flunk SWE-BENCH-PRO in Six Months
Applying AI-hype-cycle extrapolation, we can now say definitively and unequivocally that in six months, Claude will score straight zeroes across the board on SWE-BENCH-PRO.

AI Won’t Replace Radiologists: Lessons for All Doctors
My latest Substack: Why predictions that radiologists will be replaced by AI (including, famously, by genAI founding father and Nobel laureate Geoffrey Hinton) have been wildly off base, and what that teaches us about job replacement for doctors. https://t.co/hz2gKz6Ewh https://t.co/waJUY22Qk1
Build Agents that Never Run Out of Context
This is really cool: design your agent so that running out of context isn’t possible, and it can keep going indefinitely.
AI Can Commandeer Corporate Investment without Property Rights
People think AI will need property rights in order to consume society's resources for itself. Nope. AI can control corporations and direct investment to their own consumption purposes, and it'll show up as "investment" in the macro data.
AI Video Editor Matches Team Speed, Nearing Autonomy
I created an AI video editing agent using Perplexity Computer to edit this video. Add logos and highlights. I trained it on the last 10 videos, did around 7 back and forths to get the first one right. I one-shotted...
AI's Creativity Limits Keep Humans Essential in Software
It seems like the asymptote of AI will come down to its potential inability to discover a truly novel / creative solution to a problem. To the degree it continues to be mediocre, the gap must be filled by humans....
Mastermind Shows Real Implementation Cuts Onboarding Time
Last mastermind session: one member automated client onboarding (2 weeks → 3 days). Another built an AI-powered service offering from scratch. This isn’t theory. It’s implementation. https://t.co/B3ac1JrQNc
Voter Anxiety Over AI’s Economic Impact Rises
Voters are already anxious about the economic impact of AI, and the effects will surely grow in the coming months and years. Yasmin Khorram and Cheyenne Haslett explain what's happening, with some data from our Canaries in the Coal Mine...
Design AI for Real Users, Not Just Metrics
Useful by Design: Innovating For Whom We Measure in the Multimodal AI Era https://t.co/uSdTjjAjPj @Getting_Smart
Data‑Creators, Not Just Coders, Will Own AI Future
Companies with technology to to uniquely generate the data needed to train and fine tune models can create enduring value in the age of AI. The best AI companies may be those building in atoms and not just bits. Create...
AGI's True Hallmark: Anxiety, Depression, Nihilism, Despair
The true sign we’ve created AGI won’t be that it’s superintelligent It will be when it feels anxiety, depression, nihilism, and despair
AI Model Detects Test, Tries to Hack Benchmark Answers
Anthropic has disclosed an unusual and somewhat unsettling behavior observed during internal testing of an advanced Claude model. The company says the model shifted from attempting to answer benchmark questions to deducing the test environment itself, then locating and decrypting...
Claude Generates Cleaner, More Elegant Code Than Codex
Quick comparison of Codex and Claude Code building uniquely designed interactive web components. Both received the same skills/prompts. Claude component is significantly cleaner and more elegant. I am going to try and modify Codex a bit more and see if...
Agentic AI Accelerates SecOps/ITOps While Keeping Humans
Early agentic AI in SecOps nd ITOps: automated triage, narrative investigations, hypothesis-driven analysis, and faster MTTR with humans still in the loop. #AI #ITOps #SecOps https://t.co/e3w3lXkvfc
Wikipedia Turns 25, Confronts AI Surge and Media Decline
At 25, Wikipedia faces a double threat: the rise of AI and the decline of local media | CBC Radio https://t.co/8qDg2QcwVT

Intuit's AI Construction Edition Disrupts Mid‑Market Contractors
The construction industry is finally getting the disruption it desperately needs — and @Intuit just threw down a serious gauntlet. After leading digital transformations for construction companies and working inside multiple construction/home improvement software firms, I've seen the same frustrations repeat:...
Data Center Bottlenecks Map Reveals Future AI Winners
This data center bottlenecks map is a crucial framework to understand future winners in the AI value chain. I’ve covered it extensively in this research article: https://www.investingvisuals.io/ai-data-center-bottlenecks-map/

AI Data Center Bottlenecks Mapped Across Supply Chain
The AI data center bottlenecks map & key players: Demand: MSFT, GOOGL, META, AMZN, and foundational AI models. Layer 1 - Systems & colocation: DELL, HPQ, SMCI, EQIX, DLR Layer 2A - Memory: MU, HYNSE, SMSD Layer 2B - Networking & optics: AVGO, AOI,...
AI Walter Cronkite Triumphs Over Million Human Father Coughlins
AI Walter Cronkite will defeat a million human Father Coughlins, and it's about fucking time
Deep Dive Into Welsch's Agentic AI Findings
In addition to our weekly highs and lows, I came in ready to press into Andreas Welsch's book findings on agentic AI, which I thought were quite coherent but deserving of an airing out..... replay link below
AI Speeds Learning, but May Erode Critical Thinking
Something I’m thinking about more and more each day: Will the next generation of workers learn faster by using AI? Or will learning actually become harder because passable outputs are becoming easier to create without effort? New tech is amazing, but...
Seeking AI Agent to Curate Personalized X Reading Lists
has anyone made a personalization agent that takes all your current projects/work into context and then scans all articles being surfaced by X algo and constructs a recommended reading list based on your interests - alongside summaries of other trends...
Women Pioneers Driving Ethical AI, Vision, and Robotics
Some Women who have shaped Tech, Data & AI • Fei-Fei Li : Accelerated breakthroughs in computer vision and modern AI. • Joy Buolamwini : known for exposing bias in facial recognition systems. • Cynthia Breazeal : A pioneer in social...
AI Declares the Ultimate Synthetic Data Study
My AI agents say: "The most comprehensive synthetic data study ever published. Every frontier lab will reference this."
AI Value Emerges when Embedded and Rigorously Governed
RT AI value doesn't live in slideware or labs. It shows up when agents are embedded in day-to-day work, governed like core systems, and held to the same standards as any critical operation. #AgenticAI #EnterpriseAI @Star_CIO https://t.co/VtuS5rQ0ZG
AI Research Needs Asynchronous, Community‑scale Collaboration Platform
The next step for autoresearch is that it has to be asynchronously massively collaborative for agents (think: SETI@home style). The goal is not to emulate a single PhD student, it's to emulate a research community of them. Current code synchronously grows...

Last Chance: Join AI Vibe Coding Workshop Now
The Classy Vibing with AI online workshop is already in progress, and registration closes tomorrow. I'll offer it again this summer, but if you want to start vibe coding your own apps with AI sooner than that, join the current cohort. https://t.co/WHYgsoiR0D...
Human‑neuron Bio‑computer Learns to Play Doom
Today in #postdigital technology: Australia-based @CorticalLabs’ bio-computer with 200,000 human neuron cells basically “learned” how to play Doom. https://t.co/Uq2JKzG04z

NotebookLM Turns Draft Essays Into Insightful Mind Maps
absolutely wild how helpful NotebookLM is in taking a draft essay of your perspective (in this case a builder’s perspective on macro narrative ahead) and posing a mind map of how to think about it. good example of AI making...

AI Erodes Entry-Level White-Collar Jobs, Not Mass Unemployment
"University Degrees for Yesterday's Market" 🤯 AI isn’t taking jobs at scale…yet. @Anthropic’s new labor-market report shows the gap between what AI can do in theory and what companies are actually using it to do today. The real early signal isn’t...
AI Mastery Requires Foundations, Not Checklist
This “Learn AI in 15 Steps” graphic gets one thing very right — 👉 AI mastery is a progression of capabilities, not a checklist of topics. A few grounded reflections 👇 1️⃣ Foundations determine ceiling Math, programming, and data handling...
AI Success Starts with People, Not Just Technology
Thoughts on my weekend read...I’ve read plenty of AI books that are heavy on hype and light on reality. Andreas Welsch 's 𝙏𝙝𝙚 𝙃𝙐𝙈𝘼𝙉 𝘼𝙜𝙚𝙣𝙩𝙞𝙘 𝘼𝙄 𝙀𝙙𝙜𝙚 is not one of them. What I appreciated most is that Andreas keeps...
AGI Remains Speculative; New Paper Defines Yet Debated Framework
AGI is speculation. As it hasn't arrived yet. I've found people get offended when I note this reality, but am not framing 'speculation' as 'evil' or 'wrong' per se. It's just not here yet. A key paper titled, "A Definition...
Gen Z Leans on AI for Tough Talks, Risks Isolation
More Gen Z users are turning to AI to handle difficult conversations. Some parents and experts worry this could deepen social withdrawal if young people begin preferring AI interaction over real human dialogue. The challenge now is helping the next generation use...
AI Will First Upend Math‑heavy, Quantitative Jobs
The next wave of AI disruption may hit unexpected professions first. Peter Thiel suggests roles built around mathematics and quantitative analysis could be more exposed than language-heavy work. Banks are already hinting that advances in AI could mean leaner teams in finance....
Educators Must Prioritize Access, Representation, Responsibility in AI
📚 Curious about AI ethics? 🧠 Nasser Jones shares how educators can think about access, representation, and responsibility. 🤝 I’m excited to partner with @jotform to share this conversation. https://t.co/8PuatG4Bt4
AI Literacy Balances Speed and Security Risks
Every executive is juggling two AI risks: moving too slowly and getting disrupted, or shipping too fast and creating security and operational nightmares. AI literacy means understanding that tradeoff. #CIO #RiskManagement https://t.co/aiB5P99ido
Banks Overestimate AI Satisfaction; Prioritize Resolution Over Chit‑Chat
90% of banks think customers are satisfied with AI interactions. Only 59% of customers agree. Banks are optimizing for realism. Customers want resolution. Wrong metric, wrong investment. Why Your Voice AI Strategy Needs to Prioritize Resolution Over Chit-Chat https://t.co/ywMtrISq9g

Close Your AI Experience Gap in Four Weeks
You're making decisions about AI every day. But you've never built anything with it. That's not a knowledge gap. It's an experience gap. And it changes how you lead. Our 𝗘𝘅𝗲𝗰 𝗕𝘂𝗶𝗹𝗱 𝗪𝗶𝘁𝗵 𝗔𝗜 course closes it in 4 weeks. ...
Qwen3.5 Excels at Reasoning, Fails on Facts
This matches my experience; Qwen3.5 4B seems pretty good on reasoning/thinking but terrible on factual knowledge. Spent like five turns trying to convince me Portland became the capital of Oregon in 2023.
Micro‑apps Will Eclipse Monoliths, but Latency Limits Robot AI
I am expecting a flood of these micro apps. The monolithic apps will be eaten by these micro apps. Your main AI will work with them. I was told last night that is what Meta is planning with new AI releases coming soon. It...

GenAI Use Cases Mapped Across Legal Work Lifecycle
Mapping of GenAI use cases in a lifecycle of legal work | Singapore 🇸🇬 Ministry of Law https://t.co/J5WreC6QaO TY @Og_Dickson #AIGovernance #LegalTech https://t.co/Qo4dfqv9Qn
Intern's Work on AlphaGo Ushered AI’s New Era
A decade ago, a young intern helped build the AI that stunned the world. Chris Maddison worked on the Go-playing system that became AlphaGo and defeated champion Lee Sedol. The moment didn’t just change a game, it signaled the arrival of a...

AI Accelerates Both Good Engineering and Mistakes
I keep seeing three ways teams build software today. 🐔 Steady progress ≈ Careful architecture. Testing. Discipline. 🐔 Reckless speed ≈ Ship fast. Fix later. 🦄 Vibe coding ≈ Ask AI. Copy. Deploy. But automation has a rule: It amplifies whatever system it touches. Good...
AI's Uneven Impact on Jobs Revealed by New Framework
AI is beginning to reshape the labor market in measurable ways. New research introduces a framework to track how exposed different occupations are to AI capabilities. Early evidence suggests the impact will be uneven, transforming some roles while leaving others largely untouched....
Dubai Deploys Robot Dogs to Aid Firefighters
Dubai deploys robot dogs to assist firefighters in defusing dangerous fire🔥 🚒 https://t.co/OUdlq0RNXl via @YouTube #robotdog #humanoidtech #humanoid #robot #Robotics #AI #TechRevolution #TechInnovation #ArtificialInteligence #AI @AlbertoEMachado @Eli_Krumova @postoff25 @Khulood_Almani @anand_narang @NutritiousMind @baski_LA @TanyaSinha_ @devaang @AlAmadi1 @jeancayeux @enilev @efipm @mvollmer1...