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Omar Ayyub

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Articole: 3

  1. Power Steering: Behavior Steering via Layer-to-Layer Jacobian Singular Vectors

    (Omar Ayyub)

    Update March 12, 2026: Larger rewrite for improved clarity TLDR The map of how the activations of one ‘source’ layer in an LLM impact the activations in some later ‘target’ layer can provide vectors for steering LLM behavior.

  2. What I Learned (And Didn’t) Steering Qwen3 Models

    (Omar Ayyub)

    Recent discussion about the tension between mechanistic understanding and applied safety outcomes got me interested in steering vectors.

  3. Discovering Player Tracking in a Minimal Tic-Tac-Toe Transformer

    (Omar Ayyub)

    Interpreting Machine Learned Models Mechanistic interpretability has been gaining prominence as the technical approach to AI safety and alignment.