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We have to ditch language processing. And we will with online energy based models that machines boot from.

Maxwell could not get the theory of electromagnetism to work until he ditched pulleys and levers he’d included to describe the mechanics.

We won’t get AGI until we realize “there is no spoon” and language has nothing to do with our intelligence, just with out social tribalism: https://www.scientificamerican.com/article/you-dont-need-wor...

Take language out of the equation and drawing a circle, triangles, letters is just statistical physics. We can capture in energy models stored in an online state, statistical physics relative to the machine; its electromagnetic geometry: https://iopscience.iop.org/article/10.1088/1742-6596/2987/1/...

Our language doesn’t exist without humans. It’s not an immutable property of physics. It’s obfuscation and mind viruses. It’s story mode.

The computer acting as a web server or an LLM has an inherent energy model to it. New models of those patterns will be refined to a statefulness that strips away unnecessary language constructs in the system; like a lot of software most don’t use just developers.

I look forward to continuing my work in the hardware world to further compress and reduce the useless state of past systems of though we copy paste around to serve developers, to reduce context to sort through, and improve model quality: https://arxiv.org/abs/2309.10668

Single function factory hardware with embedded “prompt” that will boot from a model and the machines state will scaffold itself from there are coming: https://creativestrategies.com/jensen-were-with-you-but-were...






It would help optimization so much— but it if I learned one thing from ai2027.com it’s that the second we can’t understand them we’re pretty screwed



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