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Ram's Blog -
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McKinsey & Company published new research that validates three key ideas.
Earlier this year, I wrote about three ideas that have been central to how I think about AI: 1\ Intelligence is now infrastructure. 2\ Donโt substitute. Reinvent. 3\ Every AI conversation is an operating model conversation. This week McKinsey & Company published new research that validates these ideas. Their conclusion is straightforward: companies are getting more value from AI when they move beyond applying AI to existing work and start redesigning the operating model aroun
Sep 122 min read


OpenAI ๐ถ๐ป๐๐ฟ๐ผ๐ฑ๐๐ฐ๐ฒ๐ฑ ๐๐ต๐ฎ๐๐๐ฃ๐ง ๐ณ๐ผ๐ฟ ๐๐ถ๐ป๐ฎ๐ป๐ฐ๐ถ๐ฎ๐น ๐ฆ๐ฒ๐ฟ๐๐ถ๐ฐ๐ฒ๐
OpenAI ๐ถ๐ป๐๐ฟ๐ผ๐ฑ๐๐ฐ๐ฒ๐ฑ ๐๐ต๐ฎ๐๐๐ฃ๐ง ๐ณ๐ผ๐ฟ ๐๐ถ๐ป๐ฎ๐ป๐ฐ๐ถ๐ฎ๐น ๐ฆ๐ฒ๐ฟ๐๐ถ๐ฐ๐ฒ๐, a finance-specific enterprise version of ChatGPT built initially for investment banking and equity research. It was developed with Morgan Stanley and Evercore as design partners. The product is available to eligible financial institutions, with firms working directly with OpenAI for access. ๐ง๐ต๐ฒ ๐ฝ๐ฟ๐ผ๐ฑ๐๐ฐ๐ ๐ถ๐ ๐ฑ๐ฒ๐๐ถ๐ด๐ป๐ฒ๐ฑ ๐๐ผ ๐ต๐ฎ๐ป๐ฑ๐น๐ฒ ๐ฎ ๐๐ถ๐ฑ๐ฒ ๐ฟ๐ฎ๐ป๐ด๐ฒ ๐ผ๐ณ ๐๐ผ๐ฟ๐ธ ๐ถ
Sep 113 min read


OpenAI just compressed decades of mathematics into 88 hours.
OpenAI says 10,000 AI agents worked in parallel for 88 hours and produced a potential solution to the NavierโStokes problem, one of the Clay Mathematics Instituteโs seven Millennium Prize Problems. ๐ก๐ฎ๐๐ถ๐ฒ๐ฟโ๐ฆ๐๐ผ๐ธ๐ฒ๐ ๐ฑ๐ฒ๐๐ฐ๐ฟ๐ถ๐ฏ๐ฒ๐ ๐ต๐ผ๐ ๐ณ๐น๐๐ถ๐ฑ๐ ๐บ๐ผ๐๐ฒ. Solving the problem would deepen our understanding of turbulence and the mathematics behind airflow, ocean currents, weather, aircraft, and countless engineering systems. For more than a century, mathematici
Sep 103 min read


OpenAI says AGI is here. Are we ready?
โWelcome to the AGI era.โ Greg Brockman closed OpenAIโs September 3, 2026, Astra briefing with those words. Nvidia Chief Jensen Huang doubled down saying โAGI has arrived.โ โ> So has it? I view it less as a milestone marker and more as an invitation. With this incredible new technology, how much more would we attempt? That is where my mind goes when I hear a declaration like this. Of course, there are fascinating questions about whether Astra qualifies as artificial general i
Sep 97 min read


How do you make sure people continue to learn in the age of AI?
At the AI startup Valon, a new policy requires most new hires to learn their jobs the old-fashioned way, i.e., without AI. A few takeaways stand out: 1\ AI can create an โillusion of competence.โ If a new employee asks AI for the answer immediately, they may complete the task without developing the mental model needed to recognize when that answer is wrong. 2\ The policy targets critical thinking, not productivity. Valon allows engineers to use AI because their code goes thro
Sep 43 min read


The AI-Dependent Workforce
TL;DR: The gap between the heaviest enterprise AI users and everyone else more than tripled in five months. During the same period, thousands of companies learned how much productive capacity can disappear when a critical AI vendor goes offline. The risk is that companies may become AI-dependent faster than they develop the human and institutional capability to govern that dependence. The companies that close that gap will own one of the defining advantages of the next decade
Sep 37 min read


GPT-6 Astra has launched, OpenAI describes it as a โgenerational leap,โ
GPT-6 Astra has launched, OpenAI describes it as a โgenerational leap,โ particularly in coding, cybersecurity, professional work, science, and computer use. 1\ OpenAI says it may mark the beginning of the AGI era. President Greg Brockman said he personally believes โweโre there,โ though this is OpenAIโs characterization rather than an independently established fact. And, there are no widely accepted definitinos of AGI. 2\ It is significantly more "agentic". Astra can reported
Sep 33 min read


EY is putting $100 million behind "human skills".
Why do professional firms call themselves practices? The word is centuries old. It comes from putting knowledge into action AND, importantly, from the repeated doing through which skill is acquired. A practitioner was someone who learned through practice. Which raises an interesting question for the AI era: What happens to practice when AI does the practicing? EY is putting $100 million behind part of the answer. This fiscal year, EY US is rewarding employees for adaptabilit
Sep 13 min read


OpenAIโs ChatGPT Ads business has reportedly reached a $1 billion revenue in less than 200 days.
OpenAIโs ChatGPT Ads business has reportedly reached a $1 billion annualized revenue run rate in fewer than 200 days. $1B run rate โ $1B earned. It means the current pace of advertising revenue, if sustained for a full year, would equal roughly $1 billion. Still, the speed is extraordinary. Earlier in 2026, ChatGPT Ads was reportedly at roughly $100 million annually. OpenAI now says tens of thousands of advertisers use the platform, which is available in more than 40 countrie
Aug 313 min read
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