Hybrid Demo Architecture

Both stateful and stateless versions are different wrappers of the same computational logic for different interfaces.

Structure

• stateless/core_functions.py - Stable interface for production use
• stateful/stateful.py - Rapid interface for experimentation
• stateful/better_stateful.py - Improved stateful version using helpers
• stateful/helpers.py - Extracted logic for easy porting

Concept

Same computational core, different wrappers:

• Stateful: Rapid prototyping interface with features like obj + obj2
• Stateless: Stable interface with explicit parameters for production reliability

Flow: StatefulObject → helpers.py → stateless/core_functions.py

Use Cases

1. Start with object - Begin development with stateful objects for rapid prototyping
2. Extract generic function outside - Move computational logic to helpers for direct porting to production
3. Translation team orchestrates workflow - Use stateless functions for production with stateful as reference