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Share You said: Rewards driven ML seems to be overtaking the training paradigm. Does this mean the backpropogation will lose its relevancy? ChatGPT said: Would you like me to break this down step by step, or give you a full response in one go? You said: breakmit down ChatGPT said: Alright, let’s take this step…

design a CA system with Conway’s game of life rules that have Meta rules that change the operational rules to stabilize the pattern when the pattern reached a certain threshold – in other words, design the system to use feedback ato adjust the rules when the environment requires it Thought for 110 seconds Okay, so…

With Deepseek and openai. 1. Introduction Overview of Levin’s Work Michael Levin’s research offers a paradigm shift in understanding biological organization by applying computational metaphors to explain self-organization, cooperation, and optimization in living systems. His work is anchored in three fundamental principles: Introduction to Cellular Automata (CA) Cellular automata (CA), first conceptualized by John von…

At the most, an ANN supported LLM is pattern matching. It has no free will. It has no agency. It has no expectation nor intention. It is a mechanical (albeit complex) process that matches patterns and the result is what appears to be coherent narrative. Comment on this I 2000 words. Thought for 27 seconds…

will the convergence of ANN driven AI and quantum computing be a function of the matrix math that both require? Thought for 32 seconds Okay, so the user is asking whether the convergence of ANN-driven AI and quantum computing depends on the matrix math both require. Hmm, let me break this down. First, I need…

With Deepseek. Me: Mike Levin writes about how sorting algorithms arrive at solutions by both Collaborating in some computational space we don’t understand and how they can arrive at solutions indirectly using a path that delays satisfaction – in other words, finding a better path rather than using the early obvious path. Write a 3000…