AI is a tool. The companies winning are the ones treating it like one. The ones losing are treating it like the strategy.
AI
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Agentic workflows automate outdated busywork
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Half the agentic workflows shipping right now are automating busywork that should have been killed years ago.
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Harness changes boost SWE-agent; Life-Harness confirms patching improvement
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When SWE-agent got a 64% lift from interface changes, @rohit4verse
's "The Harness Is Everything" (1.3M views) explained why. Life-Harness proves it again: 116/126 setups improved patching just the harness. Frozen models saw an 88.5% mean lift across 18 backbones. how it works: -
Keep Using AI, Read Its Outputs While You Can Ask Questions
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The lesson isn't to stop using AI. It's to read what it writes while you still can ask it questions.
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Direct vs. indirect leakage in large model training on GSM8k
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You mean direct & provable "leakage"? Because the large model writing the solution likely was trained on GSM8k — accidentally or on purpose — so there must be some indirect assumptions being made all along (also a form of leakage).
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Rhetoric shifted from automate to augment but nothing changed
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Two weeks ago it was "automate most white collar work." Now it's "augment humans." Nothing actually changed except how they're talking about it.
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Codex works unprompted without frameworks or third-party
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The funny part is nothing of that is needed anymore – codex just does this unprompted on its own, no framework or 3rd-party needed.
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YUVA AI for ALL Course: A Simple Introduction to Learning AI
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Want to know about AI but don't know where to start? YUVA AI for ALL is designed as an easy introduction to Artificial Intelligence for learners across India — no technical background required. Through short modules and practical examples, this course shows that AI…
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AI Efficiency Trap: Faster Tasks Could Cost Companies the Future
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The AI Efficiency Trap: Why Doing Things Faster Could Cost Companies The Future Many companies are using #AI to #automate #tasks, cut costs and speed up existing #workflows, but that approach risks missing the much bigger #opportunity. The real competitive #advantage will come