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  1. 59% of my search's forward passes evaluated one position on a GPU that does sixteen for the same money, and every fine-tune I had ever run saw 2% of one epoch.

  2. The compression scheme lost to a small model trained from scratch.

  3. A transformer explained in five ideas: embeddings, MLPs, attention, decoding, and the quirks that fall out of how it actually runs.

  4. I built a ternary looped transformer to play chess.

  5. Jaffabotomisation

    I lied to models about a concept-injection hook, then actually did the injection.

  6. I gave a small transformer private thoughts.

  7. External memory gave a frozen model a real new capability.