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LLMs Are Optimizing Themselves (AGI is Already Here!) - Matei Zaharia (Databricks Cofounder and CTO)
How do you optimize systems when the model can reason about its own outputs? At Scaled ML 2026, Databricks CTO and CoFounder Matei Zaharia explores how large language models are changing the very nature of optimization. The talk introduces systems such as JAPA and DSPy that use reflective optimization in prompt space to iteratively improve ...
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From an evolutionary perspective, our legs are in a rather unusual position - you could say they’re stuck halfway through development. Our closest relatives, primates, have leg anatomy that isn’t drastically different from ours, yet they use their legs for grasping and climbing trees. In contrast, the primary function of human legs is upright walking. The issue is that humans transitioned to bipedalism relatively quickly in evolutionary terms. Our legs simply didn’t have enough time to fully ada
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From an evolutionary perspective, our legs are in a rather unusual position - you could say they’re stuck halfway through development. Our closest relatives, primates, have leg anatomy that isn’t drastically different from ours, yet they use their legs for grasping and climbing trees. In contrast, the primary function of human legs is upright walking. The issue is that humans transitioned to bipedalism relatively quickly in evolutionary terms. Our legs simply didn’t have enough time to fully ada
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