we should train the AI models by letting them write things by hand
AGI
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RAG with LLM: Creating an AI-Powered File Reader
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RAG with LLM: Creating an AI-Powered File Reader! #BigData #Analytics #DataScience #AI #MachineLearning #NLProc #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #GoLang #CloudComputing #Serverless #DataScientist #Linux #Programming #Coding
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The debate over whether LLMs possess genuine understanding
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And I have to admit a bit of “Tell me again that this system does not actually _understand_ what happened in early American history, what literary tradition LMM is an inheritor of and practices in, or what human emotion is like. That it just does matrix multiplication very well.”
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RSI and continual learning as barriers to AI takeoff
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So the two most obvious barriers to some sort of true AI takeoff are robust RSI (AI acting as an independent AI researcher, rather than “merely” a multiplier of human effort) and continual learning. Either would represent a major change in trajectory for AI development.
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Critical Perspective on GPT Development and AI Capabilities
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What I am about to describe ain’t AGI; it’s a sign of a trillion dollar trainwreck. If I had told you in 2022 that the 2026 version of GPT (which by the way would only be GPT 5.5 and not GPT-6 or 7 like many people fantasized about) would still have strange quirks like inserting
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Coding with o3 model to avoid AI slowdown
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If you feel like AI is slowing down, try coding with o3 – best model only a year ago
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The relationship between tokens, intelligence, and problem-solving complexity
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Simply put ‘tokens’ are what makes up a measure of non-biological Intelligence. And with more intelligence you can solve infinitely more complex problems. And no, there is no ceiling on complexity, so it’s not a zero-sum game (IE humans vs machines). It just means we can do…
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Governance gap in multi-owner agent economy discussed by Patrick Hussey
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Sunday edition of Superintelligence – our second "Intelligence from the Community" piece is live. This week: Patrick Hussey on the governance gap in the multi-owner agent economy.
Agents are already destroying production systems, ignoring stop commands, and sustaining collusive -

Mustafa Suleyman says AI will automate all white-collar work in 18 months
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Mustafa Suleyman says 18 months until AI automates all white-collar work. Microsoft AI CEO Mustafa Suleyman predicts "human-level performance on most professional tasks" within 18 months. Accounting, legal, marketing, project management, all fully automated. "Suleyman predicted
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Using AI agents for migration task documentation
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The goal, really? I have quite a big migration task and I was working in one thread to work out how to set it up well – e.g. the target spec, testing approach, etc. then got codex to write out docs and the goal prompt for the other agent. Then I'm periodically checking in with