Gate-Driven Turn Planning Without Rebuilding Core Infra

Teams often fork orchestration code when introducing new channels or products. That creates drift and inconsistent behavior over time.

A stronger pattern is to keep core turn infrastructure shared and move behavior differences into contracts, gates, and experience runtime context.

Critical user-impacting choices should resolve through a decision layer with explicit inputs and outputs. This makes decisions auditable and testable.

Prompt content still matters, but policy decisions need deterministic gate evaluation so failures are explainable under production pressure.

When each new experience plugs into established routing, capability orchestration, and observability, delivery speed increases without sacrificing reliability.

The result is a platform that can add channels and products quickly while preserving operational discipline.