Let’s talk about life.
DNA is the master blueprint that life uses to build and organize matter into entities that are capable of the local and temporal defeat of entropy. Yet, at the end of the day, DNA is still only an instruction set. Life has agency, purpose, and intention. Life is a force we still do not understand, nor may we ever understand from the perspective of the physical world. Let’s talk about it.
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One Token Through One Transformer Block – A Frank-said / GPT-said numerical walk through with toy values
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Two Attention Heads, Real Tensor Shapes, One Transformer Block – A deeper Frank-said / GPT-said walkthrough with explicit shapes and a more realistic flow
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Inside One Transformer Block – A deeper Frank-said / GPT-said dialogue on how embedding dimensions, neuron weights, and attention heads interact mathematically
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Vectors, Tensors, and the Geometry of Thought – A Frank-said / GPT-said dialogue on rank, shape, latent space, and why attention works on tensors instead of isolated vectors
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mining bitcoin from home utility usage
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How an LLM Transforms the World into Semantic Geometry – gpt 5.4 lecture