Intuition Labs · φ research · 05 · measured · 19 may 2026

the sampler responds to hesitation

narrow when sure, broaden when not. one fused kernel, every token.

folded into the-signal · the sampler still does not widen with the model's hesitation while it writes; what shipped is a warmer second attempt after a failed first one, read note 32.

7.39× temperature range
T = T_base · exp(−gain · Δφ)  ·  adaptive temperature