RESEARCH

Astyne Research Lab

Independent AI research advancing on-device intelligence, human-centric interfaces, and learning systems.

NSF Aligned Research

Our work advances critical priorities in artificial intelligence, focusing on deployable systems that operate under real-world constraints.

Research Focus

Astyne Research advances deployable artificial intelligence systems under real-world constraints—latency, compute, power, usability, and trust.

NSF Priority Alignment

  • Broadening AI deployment
  • Human-centered computing
  • Edge and embedded intelligence
  • STEM learning and accessibility
  • Societal benefit through technology

Broader Impacts

Enabling accessible, privacy-preserving AI for everyone

Privacy-Preserving AI

Local computation protects user data

Reduced Cloud Dependence

Edge processing minimizes infrastructure needs

Accessible Learning

Tools that work across all contexts

Energy Efficiency

Sustainable intelligent systems

Research Pillars

01

On-Device AI Systems

  • Quantized LLMs
  • Edge inference
  • Latency-critical pipelines
  • Privacy-preserving compute
02

Voice-First Interfaces

  • Speech-to-intent pipelines
  • Real-time correction
  • Conversational OS primitives
03

Learning & Cognitive Systems

  • Interactive lesson generation
  • Blackboard-style reasoning
  • Adaptive explanation depth
04

Human-Centered AI

  • Minimal cognitive load
  • Trust & transparency
  • Calm technology principles