Uday Singh

I spent a decade founding companies; I now study mechanistic interpretability full time. Tells is the written record: an essay series on interpretability research using poker as the laboratory. Poker is the cleanest laboratory for studying how models represent hidden state, because it is the rare domain where hidden state has exact ground truth. A tell is an observable signal of hidden state; so is a linear probe. The full argument for the domain is at Why poker.

Tells · the series

  1. 01 The residual stream is the table Jun 2026
  2. 02 Six techniques, one river decision upcoming
  3. 03 Does the model know its equity? upcoming
  4. 04 Reading 200 rivers upcoming
  5. 05 Pot odds and post-hoc rationalization upcoming
  6. 06 Bluffing without lying upcoming