A serving copy (eval, inference) + a training copy, with atomic weight swaps.

Holds one learnable policy per species and serves action biases.

One citizen-moment in the training format.

All thresholds a metrics snapshot must clear to ENTER a phase.

One closed-form continuous-time cell. h' = ff1 · (1 − σ(τ·dt + b)) + ff2 · σ(τ·dt + b) where ff1, ff2 and the time-constant τ are all functio

A JSONResponse that sanitizes numpy/non-finite values before encoding. Returning an instance of this from a route makes FastAPI skip ``jsonab

Deterministic feature-hashing text embedding (instant, no server). Real fixed-width vectors for memory/dialogue regression targets without blocki

The Society Intelligence Stack (aeon/mind/): batch-teacher → liquid student.

A registry of independent numpy Generators keyed by subsystem name.

Used when no MindConfig is supplied (tests, ad-hoc construction).

Stands in for the 27B: returns a valid cohort JSON for whoever it's given.

A tiny text cache keyed by (kind, id) → {sig, text}. Regenerates only when the content signature changes (e.g. a person's life moved on).

Tiny grid index rebuilt for materialized citizens on life ticks.