I’m not an AI researcher or lab insider—I’m an independent observer who reads papers and thinks from first principles. But looking at the hundreds of billions being poured into scaling frozen transformers, I can’t shake the feeling that the industry has the entire system inverted. Right now, AI is 99% frozen deterministic matrix math with a tiny sliver of randomness ( temperature ). True general intelligence must be the exact opposite: a 100% fluid, living, stochastic mind (The Dreamer) wrapped inside a strictly gated, deterministic filter (The Scribe). In my first manifesto, I break down why the current path is hitting a wall and what biological intelligence actually requires: The Token Trap & Linguistic Determinism : When a next-token model picks word A instead of synonym B, its entire subsequent reasoning trajectory arbitrarily changes. Humans don’t think in tokens; our subconscious daydreams in spatial geometry and continuous concepts. The core generative mind must be completely tokenless. Embodied Play vs. Passive Video : Yann LeCun wants models to learn physics by watching video. But handing an AI video before it has ever interacted with the world is like handing a non-physicist a lecture on multi-dimensional mechanics. You absorb nothing. A mind must play first —dropping the ball to feel gravity before learning the word for it. The RLHF Mirage : You cannot reward-hack genuine morality. A child learns love from a mother, selfless service from friendship, and justice from playground consequences. True ethics requires lived vulnerability, not a thumbs-up rubric. The REM Brainstem for Safety : Instead of recklessly building autonomous agents with terminal and web access, nature already solved containment: during REM sleep, the brainstem paralyzes motor neurons. The Dreamer is locked in a perpetual lucid dream with zero write access to the outside world, while the deterministic Scribe inspects the dream and safely handles reality. I wrote down my full thoughts and arguments here: https://gutieala1.github.io/Manifestos/manifestos/001-the-dreamer-and-the-scribe/ Would love to hear what people think—where does this intuition hold up, and where does it fall short? submitted by /u/Few_Grass_1054
Originally posted by u/Few_Grass_1054 on r/ArtificialInteligence