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Puneet Singh
@xhawkCEO
Humans + Agents = Future of Work! Believer that AI should amplify human creativity, curiosity, and insight!
2K Following    1.7K Followers
Why is AI bigger than the Internet?
Quote from @satyanadella This is the future we’re committed to building! Humans + Agents = Xponential Teams!
Data Analyst Agent. Focus on outcomes. Not tokens.
Data Analyst Agent. Focus on outcomes. Not tokens.
Has a developer you know lost their peace? Is that developer you?
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Learn to ship. Shipping is a skill distinct from coding. Shipping is designing, coding, QAing, story-telling, teaching, marketing, selling, pivoting, iterating… It used to be that coding dominated in importance because of coding ability scarcity. AI will push you to go further.
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Shopify's head of engineering says token leaderboards were a mistake — so they killed it. Now they're focused on leverage: distilling frontier models into narrow ones that are 30x cheaper and sometimes beat the teacher model on accuracy. Farhan Thawar on how Shopify actually builds with AI in the latest Beyond the Pilot 🎙️
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Great writeup!
Claude Tag is a Trojan horse.  Not because Anthropic is doing anything evil. Because the incentives are obvious. Day one, this looks like a great feature: tag Claude in Slack, let it follow the thread, remember context, connect to tools, break down tasks, chase work, and act like a teammate. But that is exactly the problem. The moment your AI vendor becomes a shared coworker, it stops being just a model provider. It starts becoming the place where work is interpreted, remembered, routed, and eventually executed. That is not model lock-in. That is context lock-in. You are now renting your company back from them. Models can be swapped. Agents can be copied. But the memory of how your company actually works is much harder, maybe impossible, to move: the Slack scar tissue, the exception paths, the customer promises, the unfinished threads, the weird workflows, the implicit owners, the “we tried that in Q2 and it failed” knowledge. Once that lives inside one vendor’s agent layer, you are not renting intelligence anymore. You are renting your company’s operating memory. And the pricing model makes it even more dangerous. A human coworker has a salary. Claude has unbounded tokenized activity. The more work moves through it, the more the vendor captures not just IT spend, but labor spend. This is the enterprise bargain people will regret: Convenience now, and rapid decent into dependency. The right architecture is simple: rent the best intelligence from whoever is best this month. OpenAI, Anthropic, Gemini, open source, whatever. But own the context layer. Your company memory should be inspectable, permissioned, portable, and model-neutral. It should not be buried inside the same vendor that sells you the intelligence and the workflow surface. Claude Tag is useful. That is why it is dangerous. Rent the intelligence, but own the context. Or, regret later.
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Voice = Default Interface in 24 months Long term memory = Default behavior of AI apps Factory = term used to describe future on-the-fly software
Everyone should read this... The High Shoulders Theory (a visual thread)
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Everyone is measuring the wrong thing. The biggest impact of AI isn’t that experts become more productive. That's a small outcome in the grand scheme of things. It’s that millions of ordinary workers gain capabilities that previously required years of specialized learning and education. AI is not just a productivity tool. It’s an amplifier of human capability! AI isn’t just helping people do their jobs better. It’s helping people do jobs they couldn’t do before.
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cursor, lovable, cognition numbers all a big narrative violation. wasn’t everything in the path of agi labs (especially the #1# fight, coding agents) supposed to die, not accelerate
AI but super cool 😎
Jet-powered Porsche 911 prototype for extreme speed and aerodynamics [🎞️ labrackprojects / Made with AI]
What if every company also had a knowledge filesystem: a software factory that captures how work gets done?
What if every company also had a knowledge filesystem: a software factory that captures how work gets done?
New podcast, new format. Three founders join us. Waste Tokens, Save Time 00:00 Three Frontier Founders 01:27 AI Software Factories 04:15 Waste Tokens, Save Time 05:47 Models Instructing Humans 09:30 Is Pure Software Dead? 12:04 You Don't Get Stuck Anymore With @rauchg, @maxhodak_, and @bscholl.
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1/5 I'm a cardiologist. I have spent twenty years watching cholesterol destroy arteries, trigger heart attacks, and kill people I care about. Today, Eli Lilly presented data that may begin to end that era. VERVE-102. A single infusion. One dose. It uses base editing to permanently turn off the PCSK9 gene in your liver. Presented today at the European Atherosclerosis Society Congress: 88% reduction in PCSK9. 62% reduction in LDL cholesterol. Sustained up to 18 months. No treatment-related serious adverse events. One infusion. Not daily pills you forget to take. Not monthly injections. One dose — and your cholesterol may stay low for the rest of your life.
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