AI-Augmented High-throughput Manufacturing
of Two-Dimensional Devices
Revolutionizing 2D materials research with an autonomous robotic platform that seamlessly integrates AI-driven fabrication, real-time quality control, and intelligent characterization for breakthrough quantum devices.
Bridging Discovery and Scale
Current 2D device fabrication is fundamentally manual, yielding one device per week with inconsistent quality. AIM2D transforms this with fully autonomous AI-supervised manufacturing.
AI Orchestration
LabAgent Framework uses RAG and multimodal reasoning for autonomous workflow planning and process optimization.
Four-Layer Architecture
Oversight, cognitive, control & safety, and physical layers work in harmony for seamless human-AI collaboration.
Safety-First Design
Model Context Protocol validates every command with safety rules before hardware execution.
End-to-End Automation
From material preparation through stacking to characterization—fully integrated and continuous.
The Challenge
Despite breakthroughs in moiré quantum matter like twisted bilayer graphene, manual fabrication creates a critical bottleneck between laboratory discovery and scalable technology.
Current State
- ✕~1 device per week per expert
- ✕Poor reproducibility and yield variability
- ✕Manual exploration of high-dimensional parameter spaces
- ✕No closed-loop feedback or statistical optimization
AIM2D Solution
- ✓High-throughput autonomous fabrication
- ✓AI-driven quality control and optimization
- ✓Integrated fabrication and characterization
- ✓Continuous learning and process improvement
Platform Demos
Watch the AIM2D platform in action as it autonomously fabricates and characterizes 2D devices
Autonomous Material Selection & Preparation
Watch the AI vision system identify and select high-quality 2D material flakes, followed by automated preparation using the multi-roller exfoliation system. Notice the precision in flake identification and the seamless transition between preparation stages.
Robotic Heterostructure Assembly
Observe the robotic arm performing precise heterostructure stacking with sub-micron positioning and exact twist-angle alignment. The system demonstrates mid-assembly quality checks without losing alignment, showcasing the modular tool-changer in action.
Coming Soon
We are continuously expanding our demonstration library. Future videos will showcase:
- •Real-time AI decision-making during fabrication
- •Integrated AFM and Raman characterization workflows
- •Process optimization across multiple device batches
- •Diagnostic system identifying and correcting fabrication issues
Ready to Explore?
Dive deeper into our technical approach, or get in touch with our team.