Research & Insights

Exploring the frontier of AI and human emotion — developing technologies that don't just process data, but understand it.

Understanding Human Emotion Through Sound
Audio-to-Emotion

Understanding Human Emotion Through Sound

Our research in audio-based emotional intelligence analyzes vocal tones, stress levels, and context to recognize emotions in real time. Projects include Safety Zone distress detection and Clinical Context-Aware Emotion Recognition.

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LLM Pipeline Architecture for Contextual Integrity
LLM Pipeline

LLM Pipeline Architecture for Contextual Integrity

We developed a pipeline to guide LLMs in synthesizing insights from multiple documents without repetition or hallucination — ensuring context-aware accuracy and document harmony.

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Teaching Machines to Feel Responsibly
Emotional Intelligence

Teaching Machines to Feel Responsibly

RootStock’s EI research fuses empathy with computation, exploring how AI can respond with emotional awareness — bridging the gap between logic and human connection.

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When Music Meets Machine Learning
Music 4D

When Music Meets Machine Learning

An AI-driven system that evaluates musical performance and composition. Combining LLMs with grading algorithms, it assesses score sheets, identifies nuances, and offers constructive feedback.

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Research Evolution

2023

Audio-to-Emotion

Real-time emotion recognition from voice signals for safety and healthcare.

2024

LLM Pipeline for Contextual Integrity

Document-aware synthesis ensuring consistency and reduced redundancy.

2025

Music 4D

Assessing composition and performance with LLMs and grading algorithms.

Join Our Research Journey

We invite researchers, partners, and innovators to co-create the future of emotionally intelligent AI.