Willow 5 MoGen
Intelligence in Motion.
Willow is the Spatial Intelligence Fabric for human motion. We distill complex motion into ultra-compressed models enabling zero-latency recognition, emulation and physical inference on the edge & silicone.
The Willow Cloud Oracle creates, tunes, & delivers Willow Models over-the-air enabling autonomous machine-to-machine & fleet learning.
Updates
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Announcing Willow 5.3: The Transition from Moti...
Product Update • April 7, 2026 Today, we are releasing a major expansion to the Willow Dynamics Cloud Oracle and our Edge SDKs. For many applications, identifying what a human...
Announcing Willow 5.3: The Transition from Moti...
Product Update • April 7, 2026 Today, we are releasing a major expansion to the Willow Dynamics Cloud Oracle and our Edge SDKs. For many applications, identifying what a human...
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Introducing "Stages": Precision Over-The-Air Mo...
As developers scale their spatial intelligence applications on the Willow Dynamics platform, model libraries grow fast. When you are tracking hundreds of unique human motions, gestures, and actions, a new...
Introducing "Stages": Precision Over-The-Air Mo...
As developers scale their spatial intelligence applications on the Willow Dynamics platform, model libraries grow fast. When you are tracking hundreds of unique human motions, gestures, and actions, a new...
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The Neuro-Geometric Advantage: Sub-Millisecond ...
Read the LeWorldModel (LeWM) Paper HereExplore the Willow Dynamics Cloud Oracle API Documentation Here Abstract The pursuit of Autonomous Machine Intelligence (AMI) is heavily influenced by the "end-to-end" neural network...
The Neuro-Geometric Advantage: Sub-Millisecond ...
Read the LeWorldModel (LeWM) Paper HereExplore the Willow Dynamics Cloud Oracle API Documentation Here Abstract The pursuit of Autonomous Machine Intelligence (AMI) is heavily influenced by the "end-to-end" neural network...
The Kinetic Operating System
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Distributed Zero-Latency Execution
The Willow 5 Runtime is a dependency-free, high-performance engine that executes motion intelligence locally on the Web, at the Edge, or on Bare Metal hardware. By computing biomechanical physics directly on the device, we eliminate the latency gap and the privacy risks associated with traditional cloud video processing.
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Universal Sensor Interoperability
Willow treats motion as code, not pixels. Our ecosystem is sensor-agnostic, transforming raw 3D spatial data from monocular smartphones, LiDAR, or XR headsets into a standardized kinetic truth. This decoupling of the vision engine from the physics engine allows for consistent, medical-grade auditing across any hardware ecosystem, from a robot to a consumer mobile device.
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Zero-Shot Action Recognition
Traditional AI requires thousands of labeled training videos to recognize an action; Willow requires exactly one. By utilizing subsequence Dynamic Time Warping (DTW) and our proprietary 75-point skeleton topology, the runtime identifies complex ballistic actions with sub-millisecond precision, isolating the exact moment of intent and completion without the need for massive datasets.
Motion-as-a-Service (MaaS)
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The .int8 Action Signature Creator
Our intuitive Model Creator interface empowers users to transform raw video or animation files (FBX/JSON) into proprietary .int8 Action Signatures. This allows enterprises to define their own "Golden Standards" for athletic performance, industrial safety, or clinical recovery and deploy them to their global application footprint in seconds.
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Global Signature Retrieval API
The Retrieval API is the central nervous system for distributed intelligence. Remote applications can query, authenticate, and provision specific kinetic models on-demand. This enables "Action-Gated" software - where digital assets, currency, or progression are unlocked only by verified physical form - bridging the gap between real-world effort and digital value.
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High-Margin MaaS Scalability
We have solved the "Server-Side Cost Crisis." By pushing the computational heavy lifting to the user’s edge device, the Willow 5 ecosystem scales infinitely with near-zero marginal compute costs. We monetize the motion intelligence layer through a Model-as-a-Service architecture, providing a recurring, high-margin business model built for the future of the spatial web.
Deterministic Kinetic Truth
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Scale-Invariant RDM Mathematics
Our proprietary Relative Distance Matrix (RDM) mathematics solves the fundamental problem of camera perspective and scale. By normalizing every joint distance against the subject’s unique torso length, Willow 5 creates a scale-invariant kinetic fingerprint. A 6'5" professional and a 5'2" amateur are graded against the same deterministic physics, regardless of their absolute height or distance from the camera.
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Mimetic Robotics Translation
Willow acts as the essential translation layer between biological motion and synthetic execution. By converting human kinetics into hierarchical joint rotations (Quaternions), we provide the "Source Code" for humanoid mimetic learning. This allows robots to mirror human fluidity and efficiency with deterministic precision, accelerating the path to autonomous human-centric behavior.
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Probabilistic Injury Forecasting
Willow 5 moves from analysis to proactive risk mitigation. Our BioSim engine correlates mechanical efficiency with physiological load to detect "Micro-Trauma Signatures" - subtle mechanical deviations that precede ACL, UCL, or repetitive strain failures. We flag injury risks before the tissue breaks, providing a deterministic operating system for human longevity and workforce safety.
