Bavin Ram A R

Empathic Logic Model (ELM): A Cognitive-Interactional Coherence Framework for Regulating Interpretive Instability

Human meaning-making under uncertainty frequently defaults to premature interpretive closure (PIC). Under emotional activation or cognitive bias, this generates disproportionate emotional reactivity and relational tension. To regulate this instability, the Empathic Logic Model (E...

Formal Mathematical Translation of the Empathic Logic Model

This extension of ELM presents the formal mathematical translation of the Empathic Logic Model (ELM). Because foundational psychological mechanisms and narrative elements function as qualitative components, all related constructs are designated as such; for comprehensive qualitat...

Empathic Logic in Artificial Intelligence (ELAI): Governing AI Safety via Human-Machine Interaction Framework

As artificial intelligence and autonomous systems increasingly operate within highly variable human environments, governing predictive errors when interpreting human contexts, the social world, and unmapped events—situations lacking pre-programmed behavioral templates—remains a c...

Empathic Logic Autonomous Model: A Cognitive-Interactional Framework to Regulate Anomalies and Build Psychological Safety

As autonomous systems and physical AI agents increasingly operate within highly variable human environments, regulating active inference during unmapped events—situations lacking pre-programmed behavioral templates—remains a critical safety challenge. Current architectures often...

Empathic Logic Autonomous Model: A Cognitive-Interactional Framework to Regulate Anomalies and Build Psychological Safety

As autonomous systems and physical AI agents increasingly operate within highly variable human environments, regulating active inference during unmapped events—situations lacking pre-programmed behavioral templates—remains a critical safety challenge. Current architectures often...

Empathic Logic Autonomous Model: A Cognitive-Interactional Framework to Regulate Anomalies and Build Psychological Safety

As autonomous systems and physical AI agents increasingly operate within highly variable human environments, regulating active inference during unmapped events—situations lacking pre-programmed behavioral templates—remains a critical safety challenge. Current architectures often...

Empathic Logic Model (ELM): A Cognitive-Interactional Coherence Framework for Regulating Interpretive Instability

Human meaning-making under uncertainty frequently defaults to premature interpretive closure (PIC). Under emotional activation or cognitive bias, this generates disproportionate emotional reactivity and relational tension. To regulate this instability, the Empathic Logic Model (E...