
Our Roadmap
From Gesture Recognition to Data Intelligent Platform
After a decade of neural interface innovation, we’re entering a new phase: leveraging real-world bio-signal data to build a scalable AI platform, with applications across health, productivity, and spatial computing.


01. TODAY
Intuitive Neural Control
We began by unlocking control.
Mudra’s neural interface captures subtle motor unit signals from the wrist and translates them into digital commands in real time, and without calibration.
The system recognizes distinct patterns like tap, swipe, hold, or pinch across users, devices, and environments, with smooth, consistent results.
This foundational capability is already deployed in our consumer products, Mudra Band and Mudra Link , powering intuitive neural control for AR glasses, smartphones, and more..
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02. LAUNCHING 2026
Continuous Neuromuscular Monitoring
As part of our ongoing LMM project, we're expanding Mudra’s capabilities beyond control, into real-time, continuous monitoring of the body's neuromuscular and cognitive states.
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Using the same wrist-based interface, our sensors detect subtle physiological signals, such as tension, fatigue, micro-tremors, and readiness, and interpret them through embedded AI.
By fusing neural data with additional biosensors, we’re building a bio-signal intelligence platform that continuously learns and adapts.
This next phase unlocks a major new vertical: digital health and wellness. From early stress detection to cognitive load monitoring, Mudra’s signal-based insights will offer passive, real-time context about the user’s condition, potentially identifying physiological changes before traditional symptoms arise.
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These capabilities will be introduced through software updates and new metrics within our existing product ecosystem.
03. NEXT
Proprietary
Bio-Signal Data
Bank
Every interaction - from a tap to a moment of muscular fatigue, is captured as high-resolution neuromuscular data.
We structure this stream into a time-stamped, anonymized, and labeled dataset that reflects real human behavior across diverse populations and contexts.
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This Neural Signal Bank becomes a proprietary, structured data asset - continuously enriched by usage across consumer and enterprise deployments. It includes not only gestures, but raw signals, user profiles, and context tags that support algorithm refinement and research.
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If data is the new oil for AI, neural signals are its next frontier - fueling the next computing revolution.
04. END GOAL
Neural Data Intelligent Platform
After years of building reliable, real-time neural input, we’re now laying the foundation for something far bigger: a learning platform that turns neuromotor signals into adaptive intelligence.
This platform isn’t built in a lab - it’s shaped by real-world usage, across time, people, and contexts.
It integrates multiple layers of input: neural activity, movement patterns, physiological state, and behavioral data.
By learning from this stream, the system creates evolving user models, enabling wearables to personalize, predict, and respond with far greater precision.
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It’s the infrastructure behind the next generation of human-computer interaction and at the heart of it lies the LMM, serving as its adaptive engine.
NEW METRICS. NEW MODES. NEW VALUES.
A Growing Suite of Neural
Insight Tools
Gesture recognition APIs
For hands-free interaction across AR, XR, and productivity tools
Real-time neuromuscular monitoring
Enables wellness, sports tech, and fatigue management
Context-aware computing engines
Adapt applications in real time based on the user’s physical and cognitive state.
Biometric signal
datasets
Powering personalized and enterprise-grade AI model training.
Developer SDKs and integration layers
For OEMs embedding Mudra into their own products.
By combining edge sensing, adaptive algorithms, and a continuously growing signal bank, we enable companies to build the next generation of intuitive, personalized, and health-aware experiences, all powered by neural data.
