Deep Tech & Engineering Lab

Generative AI & Neuro-Interactions for Industry

We research and develop intelligent biosensors, adaptive robotic kinematics, and 3D geometry agents to redefine product development and mechatronic control processes.

Research & R&D Areas

Our active deep-tech projects cover mechatronic innovations, biosignal processing, and generative spatial AI models.

Flagship R&D SPATIAL GENERATIVE AI

CAD AI Agent System

Combination of multimodal LLMs and spatially trained GNNs for automated generation and FEM optimization of complex 3D geometries based on text instructions.

  • Topological GNN Models
  • Direct B-Rep/STEP Export
  • Autonomous FEM Optimization Loops
Neuro Control BIOSIGNAL INTERACTION

EMG Armband for CAD Cameras

A wearable sensor armband that translates muscle activity signals (sEMG) into precise navigation and editing commands for CAD modeling in real-time using edge classifiers.

  • 8-Channel sEMG Signal Converter
  • Local CNN Classification (<15ms)
  • Gesture-to-API Translation
Robotics ROBOTIC KINEMATICS

Self-Folding Large-Volume Printer

An industrial 3D printer with a 500mm build volume that automatically folds down to suitcase size using kinematic scissor mechanisms. Constant belt tension without recalibration.

  • Length-Neutral CoreXY Guidance
  • Electromagnetic Locking
  • Foldable Graphene Heated Bed
Computer Vision EDGE ML & ACCESSIBILITY

Accessible Edge ML Application

A mobile camera application to assist visually impaired individuals in recognizing physical game elements. Local object detection and low-latency voice output.

  • Quantized YOLOv8-Nano Inference
  • On-Device Web Speech TTS
  • High Haptic and Contrast Focus
INTERACTION LABORATORY

Vector Similarity Playground

All of our system components, from biosensors to kinematics, are indexed in a high-dimensional vector database. The system determines functional similarities via geometric cosine distances.

Set a **search vector (Q)** by clicking in the coordinate system, or use our presets to map the calculated similarity to the technological clusters.

EMBEDDING PROJECTION
READY
VECTORI LABS PARTNERSHIP

Access for R&D Partners and Investors

We are currently evaluating pilot applications for the EMG-CAD neuro-interface and licensing models for the CAD-AI agent system. Register for regular technology updates.