Saurav Kumar - Founder of xAGI Labs. Two-time Y Combinator alumni, Applied AI consultant specializing in Large Language Models (LLMs). Featured on Google DeepMind podcast and Stripe Developers. Serial entrepreneur with 2 successful exits (Likeo, Facecrop), TEDx speaker, and Presidential Award recipient. Expert in AI strategy, machine learning, blockchain technology, data pipelines, and startup consulting. International conference speaker (Global Blockchain Conference, IIT Hyderabad). Based in…
I’m no AI ethicist, and I certainly don’t have a PhD in machine learning. I’m just a regular person observing life from the sidelines, watching humanity casually hand over its collective brainpower to chatbots. But from where I’m sitting, I’ve noticed a glaring architectural flaw in our new robot overlords: they are entirely missing the feminine perspective. And to be more precise, they are co...
A Hacker News thread exploded this week around a short but consequential email from Anthropic. Starting April 4, 2026 at 12:00 PM PT (which is April 5, 2026 at 12:30 AM IST), Anthropic said Claude subscription limits would no longer apply to third-party harnesses like OpenClaw. Those workflows can continue, but they move to separately billed extra usage (pay-as-you-go). On paper, this is a po...
I was applying to Network School when I came across a question that stayed with me long after I closed the form: What’s your view of where the world is in ten years? Give your reasoning, and then specific predictions. My answer started with a simple claim: in ten years, we won’t just be living in a world of intelligence abundance. We’ll be living in a world of time abundance. As tokens g...
There’s a way of measuring effort that sounds ridiculous at first but gets more reasonable the longer you think about it. The unit is tokens. I don’t mean cryptocurrency tokens. I mean the tokens that large language models consume and produce — the atomic units of AI computation. Today they’re a billing abstraction. Tomorrow they’ll be the closest thing we have to a universal currency of effor...
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