Paul Jorion's Blog

Tag: Combinatorial Magic

  • PRIBOR: CHE — Contextual Hyper-Embedding (uint8)

    PRIBOR: CHE — Contextual Hyper-Embedding (uint8)

    A more economical alternative to classical attention

    CHE (Contextual Hyper-Embedding, uint8) offers a radical gain in efficiency compared with the standard attention mechanisms of large language models. Similar methods have appeared in recent research, but none reach CHE’s level…

  • PRIBOR: “Combinatorial Magic” Logic – Proof of Concept

    Loss-less 4-scalar encoding × 175 memory reduction × 1-cycle decode

    Claim: Any simple sentence can be loss-lessly encoded into 4 scalars
    (3 UTF-8 strings ≤ 16 bytes each + 1 uint8) while preserving
    agent / patient / possessor roles and 10 categories + 4 causes.

    1. 4-D Vector Definition

    …
    Dim