Everyone uses heuristics. Smart people know their failure modes.
MACHINE LEARNING
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Motif-2-12.7B-Reasoning: RL Training Recipes Practitioner Guide
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Motif-2-12.7B-Reasoning: A Practitioner's Guide to RL Training Recipes https://
buff.ly/WtUMyq0
#AI #MachineLearning #DeepLearning #LLMs #DataScience -
Students Embrace AI Career Opportunities Without Job Loss Fear
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High school, college students are excited about AI, not dreading jobs impact
#AI #AIio #AIInnovation #ML #DataScience #Futureofwork @fabiomoioli @pascal_bornet @alliekmiller @mattshumer_ @OfficialLoganK @jeremyphoward @GaryMarcus -

Massive gap between accessible guides and expert-level papers
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The gap between public docs and actual research is massive. Google's guide: Simple, accessible, beginner-friendly. DeepMind's papers: Complex, rigorous, expert-level. They're not hiding it—it's in the papers. Just buried in technical details. Now you have the patterns. Use
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Adversarial Self-Critique: Find Flaws in Own Reasoning
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Pattern #6: Adversarial Self-Critique Public: "Review your answer" Internal: Assume adversarial role to attack own reasoning. "You are now a skeptic. Find flaws in the previous reasoning. What assumptions are weakest? What evidence contradicts? Generate counterarguments."
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DeepMind’s undocumented prompting patterns boost accuracy from 73% to 94%
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Google's official prompting guide is marketing. Their internal researchers use completely different techniques. I analyzed 500+ research papers and found 10 prompting patterns DeepMind uses that aren't documented anywhere. Pattern #4 increased my accuracy from 73% to 94%.
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GenSLM Designs Functional Enzymes with Frances Arnold
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Wonderful collaboration with @francesarnold We employed genSLM the first genome scale language model to design functional and versatile enzymes.
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Synthetic Socratic Debates: Persona Effects on AI Moral Decision
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Synthetic Socratic Debates: Examining Persona Effects on Moral Decision and Persuasion Dynamics https://
buff.ly/oVYtLiZ
#AI #MachineLearning #DeepLearning #LLMs #DataScience -
Fine Motor Control and Attention Drive Optimal Brain Size
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When you add fine motor control to a chimp’s vocal cords, suddenly the optimal brain size explodes. Same with adding attention to a data center.