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The paper titled “Ingressing Minds: Causal Patterns Beyond Genetics and Environment in Natural, Synthetic, and Hybrid Embodiments” by Michael Levin presents a novel framework for understanding the origins and nature of embodied minds, challenging the conventional paradigm that attributes the properties and capabilities of living beings solely to genetics and environment. Levin proposes that cognitive patterns and…

With Deepseek. Okay, I need to summarize this PDF titled “Utility Engineering: Analyzing and Controlling Emergent Value Systems in AIs” in 3000 words. Let me start by understanding what the paper is about. First, the abstract mentions that as AIs become more agentic, their goals and values become critical for risk assessment. The paper introduces…

With Deepseek. Here is Deepseek “thinking” about a paper about an LLM thinking. Alright, let me try to summarize this paper. First, I need to understand what it’s about. The title is “Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach.” From the abstract, it seems like they’re proposing a new language model…

With Deepseek. summarize this in 2000 words and explain how shannons entropy plays into LLM transformer processing of tokens -1. How to calculate Shannon entropy? How Shannon calculated that the entropy of the English language is 2.62 bits per letter which is far less than the 4.7 one would need if each letter appeared randomly?…

With Deepseek. The central dogma of Darwinian evolution posits that undirected, non-agentic genetic changes in germ line cells, filtered by environmental adaptation, drive the survival and procreation of organisms. Critics often argue that the mathematical plausibility of this process is undermined by the rarity of beneficial mutations (estimated at ~1%) and the limited number of…