Molecular Neuromorphic Computing for
Artificial Intelligence
(MoNC-AI)

We are trying to address AI's greatest challenges — energy efficiency and data security — by developing brain-inspired molecular computing hardware.

At the frontier of neuromorphic computing, we go beyond convention—we go molecular.

Our team is driven by curiosity, constantly pushingpast the familiar to redefine what’s possible.

🔬We make materials — chemical synthesis for groundbreaking performance

⚡ We ask bold physics questions — from transport phenomena to advanced spectroscopy to noise characterization.
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🛠 We engineer our own measurement platforms —because precision starts at the source.
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🤖 We enable AI beyond GPUs — harnessing molecular systems for unparalleled efficiency.
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Join us in reshaping computing from the ground up.

We push boundaries, solve tough problems, and turn ideas into reality.

Go Molecular: They are just better

We design and create molecular neuromorphic materials—bringing intelligence to the smallest scale.

Fundamentals

We dive deep into transport and spectroscopy—great science starts with precise fundamental measurements.

Bridging Molecules and Silicon

We build crossbars and seamlessly integrate molecular systems with silicon circuits.

Molecular Chips—The First of Their Kind

Pioneering the world’s first molecular neuromorphic chips, where chemistry meets AI hardware.

Our research vision

We’re a team of problem solvers pushing the limits of AI hardware, one breakthrough at a time.

The Problem

•AI hardware isn’t where it needs to be.
•Modern computing faces two major roadblocks:
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⚡ Energy inefficiency
🔒 Privacy concerns

The hype often outpaces reality—butwe’re here to change that.

Our approach

🔬 Taking cues from nature, we design smarter devices and circuits.

💡 We build next-gen chips (SoCs) that outperform CPUs and GPUs when it comes to efficiency.

Smarter hardware. Real impact.

🧠We dare to ask disruptive questions

🧬 Can we build the world’smost energy-efficient devices?
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🧬 Can molecular systems unlock the highest-resolution analog platform ever created?
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🧬 Can AI run entirely in analog?
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🧬 Can we achieve true neuromorphic backpropagation?
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🧬 Beyond the buzz, can we craft circuits inspired by nature’s brilliance?
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These are the blueprint for the next quantum leap in AI hardware

Explore Our Key Research Publications

Discover the groundbreaking research that shapes the future of neuromorphic computing.
Our publications highlight innovative findings and methodologies in the field.