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Psychological State Inference Engine (PSIE)

「Hardware is theirs, but the Soul is ours.」The world’s first edge-based AI psychological inference engine, with cloud integration for advanced computation.

Through proprietary multimodal sensing and scalable architecture, we transform complex biological signals into computable digital context—allowing AI to interpret real emotional states across species.

Five Core Technology Pillars

1. Multimodal Fusion Architecture

Unlike single-metric devices (e.g., step count or heart rate), we integrate:

  • Vision (image analysis)

  • rPPG (remote pulse detection)

  • Environmental data

  • Voiceprint features

  • Physiological signals (PPG heart rate, PZT respiration, etc.)

Scalable architecture allows integration of advanced sensors such as EEG for deeper insights.

2. Personalized Models & Continuous Learning

Every life form is unique.

  • Parent Model + Individual Sub-Model Architecture

  • Rapid personalization using minimal data (Few-shot learning)

  • Reinforcement Learning with Human Feedback (RLHF)

Over time, the system evolves into a true digital representation of the individual.

3. Explainable AI

We eliminate the “black box” problem:

  • Provides reasoning behind every inference

  • Links physiological signals with behavioral interpretation

  • Displays traceable evidence for emotional predictions

This builds trust and transparency between humans and AI.

4. Proprietary “Soul Recall” Technology

A breakthrough concept:

“Hardware can change. The soul persists.”

  • AI models belong to users (true digital asset ownership)

  • Seamless transfer across devices via cloud (5G-enabled)

  • Preserves personality, memory, and emotional patterns

This enables true digital continuity of life.

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5. Privacy & Edge AI

Built on Qualcomm Snapdragon platforms:

  • Real-time processing on-device (low latency)

  • Sensitive data never leaves the device

  • Military-grade encryption and anonymization

Closed-loop system: Monitor → Suggest → Validate → Learn

Future Value: Emotional Brain for General Robotics

PSIE is a scalable “mother system” with a roadmap including:

  • Phase 1 (Current): Animal training and medical monitoring

  • Phase 2 (2026 Beta): Robot EQ for service robots

  • Future Applications:

    • Behavioral science

    • Lie detection

    • Criminal psychology

    • Elderly companionship

Credentials & Progress

  • Patent Protection: A Taiwan invention patent application has been filed (Application No. 114147770).

  • R&D Strength: The team is led by a CEO with 30 years of international channel development experience and a Technical Director with 24 years of biomedical engineering experience.

Enabling every unique human-AI connection to persist beyond time.
Daviundler Research Lab — redefining the future of digital-life integration.

© 2025 Daviundler Research Lab. All rights reserved.

Add:2nd Floor, No. 151, Zhuangyuan Street, Tucheng District, New Taipei City, Taiwan
E-mail:davidhsin321@gmail.com 

Innovating technology, empowering AI with a soul of deep empathy.

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