The Coherence Engine: A Unified Architecture for Signal-to-Self Processing

The Coherence Engine is a unified theoretical framework that fuses STAE-1 (Williams, 2026) — a six-module subconscious threat anticipation architecture — with the Carlo Framework (Carlo, 2026a–e) — a formal system for contradiction detection, loop dynamics, and identity reconstruction — into a single continuous nine-stage pipeline. The framework reframes the alpha_conscious threshold from a boundary between two systems into an internal transition stage, expresses the full arc under the Carlo Unified Functional extended to receive STAE-1 signal dynamics as its input layer, and formalises the Carlo Master Trajectory as the structural spine of the complete engine. The document includes: a full nine-stage pipeline specification; the unified governing equation F_CE = ∫ [ κ·C(S_STAE) + λ·∇E + μ·(dE/dt) ] du; a Carlo Loop Calculus operator reference; formal VRF exit criteria specification; unified pseudocode; and a proof-of-function demonstration via the Lost Theory Reconstructor (Williams & Carlo, 2026). The Coherence Engine does not modify either source system — it completes them by supplying the unifying architecture that neither could provide alone.