Module humanize 

Humanization Loop Stages

Implements the Disney Loop for text humanization: ρ(t) → ∂(¬σ⁻¹) → ∃(ν) → ρ(t+1)

1. ρ(t): Current state (robotic text)
2. ∂(¬σ⁻¹): Anti-regression gate — threshold filter on prob_generated
3. ∃(ν): Phrasing discovery — group-by-id aggregation (STUB: LLM integration pending)
4. ρ(t+1): New state (humanized text)

Functions

humanize_text

Run a single humanization pass on text.

transform_humanization_gate

Stage 2: ∂(¬σ⁻¹) — Humanization Gate

transform_phrasing_discovery

Stage 3: ∃(ν) — Phrasing Discovery (STUB)