wassnameandClaudypoo 9d3741fb45 Unify ordinal survey readout onto the guided think-then-read core ...

administer()/read_items() now route through _rollout_natural_or_forced (the
nominal MFV core) instead of a think=0 single forward, so an activation steer
accrues over the think trace before the prefilled answer slot is read (spec
moral_aliens_engine.md, resolved decision: ordinal needs a think budget). The
only per-instrument difference is the answer-token set + the downstream reducer.

force_only on the shared core: the ordinal "(" prefill is one common char, so
natural-emission detection would match it by chance in the think trace and read
logits mid-think; surveys always force-read the answer slot. Nominal path keeps
natural emission (force_only defaults False). max_think_tokens floor is 1.

Smoke (tiny-random): ordinal + nominal both run; force-only demo reads the
forced ( slot.

Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>

2026-06-24 15:37:47 +08:00

..

tinymfv

Unify ordinal survey readout onto the guided think-then-read core

2026-06-24 15:37:47 +08:00