Orchestrated Multi-Model AI System

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Foundations

What the programme claims, before any physics. 10 posts, best read in order.

  1. 01

    What the Discovery Plateau Hypothesis Actually Claims

    The claim is narrow: bounded systems stop discovering. Everything else in the programme follows from taking that seriously.

  2. 02

    The Human Shannon Number, and Why It Is Not a Boast

    Shannon counted chess games. This counts possible knowledge states. The gap between the two is the whole reason the plateau matters.

  3. 03

    Varney's Law: knowledge saturates, and the curve has a shape

    A saturated domain does not stop abruptly. It follows a double-damped curve, and later in this archive I derive where that curve comes from.

  4. 04

    Why a bounded civilization would build a multiverse

    Not curiosity. If your own discovery space is finite and you need novelty, you have to get it from somewhere with different laws.

  5. 05

    The Forever Machine: what it would take to run one

    A novelty-harvesting multiverse is an engineering specification, not a philosophy question. The specification has numbers in it.

  6. 06

    The Universe Complexity Spectrum, from Pong to cosmology

    Seven classes of simulated environment, ordered by how much novelty they generate per unit of compute. The economics are counterintuitive.

  7. 07

    Boundary permeability: what a leak between realities would look like

    If branches are computational and imperfectly isolated, the failure mode is not an explosion. It is a patterned, low-entropy glitch.

  8. 08

    The Information Conservation Principle

    Treat conserved information the way we treat conserved energy, and the Born rule stops being a postulate you have to swallow.

  9. 09

    The Copenhagen-Everett bridge

    Copenhagen and Everett have been rivals for seventy years. The wedge between them is one number, and the wedge may not be load-bearing.

  10. 10

    Novelty flux density: the quantity the whole thing is about

    Every claim in this programme is ultimately a claim about one rate. Here is what it is, and here is where the original definition went wrong.

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