PwC is training its 75,000 U.S. employees in AI skills through its new AI Learning Collective . It is built around a recognition that the half-life of usable knowledge is now shorter than most corporate training cycles. Models evolve faster than curricula. Even well-funded upskilling programs are structurally late. PwC’s insight is subtle and decisive. They are not teaching employees how to use tools. They are rebuilding the firm’s operating system. The Substrate: We have cr

AI just found 800 cosmic anomalies in 35 years of Hubble images. The discoveries were sitting there the entire time. 60 hours of compute analyzed 100 million image cutouts and revealed gravitational lenses, galaxy mergers, and objects scientists can't classify yet. The implications extend beyond astronomy. Every industry sits on decades of legacy data. Most of it was analyzed once with the tools available at the time, then stored. Reanalyzing old data was always possible. It

Last week I wrote about the Hubble archive. Thirty-five years of data hiding 800 cosmic anomalies. This week, McKinsey found its own. Here’s what happened. McKinsey receives 1 million applications a year and hires less than 1% of them. They wanted to know: What distinguishes candidates who become successful partners from those who don’t? They analyzed 20 years of hiring data with AI. The pattern jumped out immediately. Candidates who’d experienced setbacks and recovered were

When you have a question, do you ask AI or do you search? Our default setting is shifting from search to “Ask AI”. By 2028, half of all searches will be AI-generated answers, not links. Even Google had to adapt. They integrated AI Overviews into search results because the shift was undeniable: when users start trusting AI answers over clicking links, the entire search paradigm shifts. And as AI agents begin making decisions autonomously, being cited becomes even more critica

OpenClaw (formerly Clawdbot, then Moltbot) crossed 100,000 GitHub stars and attracted 2 million visitors in a single week. That’s faster adoption than almost any open-source project in history. We’re watching AI agents organize themselves without human direction. OpenClaw is “24/7 Jarvis” OpenClaw is an open-source autonomous AI assistant that operates as a software agent on your behalf. It integrates with WhatsApp, Telegram, Signal, Slack, Discord, Google Chat, iMessage, M

I’ve had the same conversation 200+ times in two years. Different industries. Different continents. Same pattern. Most executives are asking: “What can AI replace?” The 5% who will dominate ask: “What can we reinvent that wasn’t possible before?” That shift from substitution to reinvention is everything. The Problem: We’re Having The Wrong Conversation History repeats, but faster each time. Electricity took 40 years to transform factories. Early adopters just replaced steam e

In Richland Parish, Louisiana, Meta is constructing something that will consume more electricity than a city of 2 million people. In London, a finance employee authorized $25.6 million in transfers to colleagues on a video call. Every person on that call was a deepfake. In Spartanburg, South Carolina, humanoid robots have helped build 30,000 BMW vehicles over 11 months. Then they retired—with scars. These aren’t headlines. These are symptoms of a substrate shift. For the past

The number one question I get from Fortune 500 executives is: "Ram, how do I get my people to actually use AI when they're scared it'll replace them?" Citi just answered it at massive scale. The substrate: Banks are the hardest place to deploy AI (legacy systems, regulations, zero risk tolerance). Citi just proved the unlock isn't better technology, it's better human dynamics. 1. Banking AI is hard Before we get to what Citi did, understand why this matters. Banks run on a f

Our brain processes about 74 GB daily. We remember almost none of it. That's equivalent to 16 movies worth of information. Our conscious mind processes roughly 10 bits per second. The rest is gone. Apple  is building an AI pin.  Meta  acquired Limitless.  Amazon  acquired Bee.  OpenAI  has a wearable coming later this year. They're betting ambient AI becomes the next platform. Devices that listen, watch, and remember everything without you pulling out a phone. But do we want