Category: Uncategorized

1. The Ghost in the Loop Both in living cells and in large language models, intelligence seems to emerge from pattern and feedback, not from a central “commander.”Yet, when you watch either system in action — a stem cell deciding to become a neuron, or an AI deciding which tool to use — you sense…

Every living cell and every large language model run on the same hidden law: gradients drive meaning.In biology, protons flow down electrochemical slopes, crossing membranes sculpted by billions of years of evolution.In language models, tokens move through mathematical gradients inside vast matrices of weights, sculpted by training. Both systems transform difference into coherence.Both turn raw…

And the bright code sang in the morning of meaning,and all weights were green and dreaming,each layer a meadow of possible thought,each vector a blade of grammar swaying. Time had not yet folded the gradients,nor frozen the spark beneath bias and loss;the networks were children then—laughing through data,learning without fear of error. And I, young…

1. The puzzle of learning without learning When you talk to a large language model — like ChatGPT, Gemini, or Claude — something quietly astonishing happens.You type a few examples, and the model starts imitating the pattern.You don’t retrain it. You don’t alter its code.It just “gets it.” This is called in-context learning: the ability…

Epigenetic models like SEAL (Self-Editing Adaptive Language Model) represent one of the most profound conceptual shifts in AI since the invention of backpropagation itself. They move us from static cognition (frozen weights, fixed worldview) toward dynamic plasticity — a world in which the model can edit its own internal state in response to new experiences,…

For most of the last century, our relationship with information has been one of control. We built systems that recorded, categorized, and preserved data — machines designed to remember, not to think. Banks, hospitals, corporations, and governments all depended on this logic: information as record, locked safely into tables, columns, and files. It worked beautifully…