IRCP Protocol Documentation

A bidirectional context propagation protocol for conversation flow dynamics in the Discourse Latent Manifold (DLM) framework. 1. [Overview](#overview) 2. [Theoretical Foundations](#theoretical-foundations) 3. [Dual-Ring Architecture](#dual-ring-architecture) 4. [Coordinate Systems](#coordinate-systems) 5. [Attention Mechanisms](#attention-mechanisms) 6. [Flow Dynamics](#flow-dynamics) 7. [Conservation Laws](#conservation-laws) 8. [Propagation Algorithm](#propagation-algorithm) 9. [Implementation Examples](#implementation-examples) 10. [Configuration Reference](#configuration-reference) 11. [Integration Guide](#integration-guide) IRCP (Inverse-Ring Context Propagation) is an advanced algorithm designed to propagate conversational context through interconnected ring structures. It enables bidirectional information flow between user messages and assistant responses, maintaining coherence and adapting to user behavioral patterns. - **Bidirectional Context Flow**: Information propagates both forward (assistant context) and inverse (user patterns) - **Dual-Ring Topology**: Separate rings for user and assistant messages with cross-ring connections - **Measure-Preserving Transformations**: Conservation laws ensure numerical stability - **Adaptive Propagation**: Automatically determines optimal propagation steps based on conversation characteristics - **Attention-Based Weighting**: Exponential and sigmoid attention mechanisms for context relevance 1. **Coherence Maintenance**: Preserve conversational context across multiple exchanges 2. **Pattern Recognition**: Identify and adapt to user behavioral patterns 3. **Stability**: Ensure coordinate systems remain bounded and stable 4. **Efficiency**: Minimize unnecessary computations through convergence detection