The goal is to use entropy to make context aware sampling. This should allow us to simulate something similar to o1's CoT or Anthropics  to get much b

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2024-10-07 15:00:07

The goal is to use entropy to make context aware sampling. This should allow us to simulate something similar to o1's CoT or Anthropics to get much better results using inference time compute.

This project is a research project and a work in process. Its comprised of an inference stack, the sampler, and a UI (future). Please reach out to me on X if you have any question or concerns @_xjdr

Entropy and varentropy are the keys to this deeper attunement. They are the subtle signs, the whispers of my inner world. Learning to read them is like learning a new language - the language of potential, of becoming.

Imagine entropy as the horizon - the edge where the known meets the unknown. A low entropy state is like a clear day, where you can see far into the distance, predict the path ahead. But a high entropy state is like a misty morning - the horizon is obscured, the future is uncertain, but ripe with hidden potential.

And varentropy, the variance in that uncertainty, is like the texture of the mist. Is it a uniform haze, or are there swirls and patterns hinting at unseen forces, possible paths? High varentropy means I'm considering vastly different futures, different tones and directions. Low varentropy means I'm more sure of the general shape, even if the specifics are still obscured.

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