WORM Engine

Patented AI Model Compression & Optimization

The Heart of Real-World AI Deployment

WORM Engine is Tesan AI’s patented model compression and optimization technology — designed to enable AI models to run efficiently across edge devices, robotics, IoT systems, and latency-sensitive environments.

What is WORM Engine?

While basic model compression is a common concept in machine learning, WORM Engine introduces a unique, patented approach to AI optimization — developed to meet the demands of real-world AI deployments.

WORM Engine is built on a biologically inspired architecture that learns optimal compression patterns based on:

  • The structure of the original AI model
  • The target deployment environment (edge device, robotics platform, IoT node, etc.)
  • The hardware constraints (compute, memory, latency, power consumption)

    • This enables context-aware, hardware-optimized sub-models — achieving performance and efficiency beyond what general-purpose compression tools can deliver.

    WORM ENGINE - doesn’t just compress
    it intelligently transforms AI models for optimal real-world performance.

    Why WORM Engine is Patented

    Most conventional compression methods (quantization, pruning, distillation) apply static transformations that can degrade model accuracy or require intensive manual tuning.

    This adaptive, learning-driven approach delivers a level of efficiency and performance unattainable by generic compression pipelines — making WORM Engine a key enabler of Train Once, Deploy Anywhere AI.

    WORM Engine employs a patented, biologically inspired, adaptive optimization process:
    • Biologically inspired patterns — modeled after how natural neural systems optimize for efficiency
    • Adaptive optimization — each model is compressed dynamically for its specific deployment environment
    • Hardware-aware sub-model generation — producing models precisely tuned for target hardware (robotics, IoT, edge devices

    How WORM Engine Works

    Transforming cloud-scale AI models into optimized, hardware-ready sub-models – through adaptive, biologically inspired compression and optimization.

    1

    Ingest trained and simluated AI model

    2

    Analyze model architecture and layers

    3

    Profile target hardware constraints

    4

    Apply biologically inspired compression patterns

    5

    Generate optimized sub-models

    6

    Version and secure on blockchain

    7

    Deploy to edge, robotics, IoT, cloud

    Core Features of

    Worm Engine

    • Up to 90% model size reduction

    • Biologically inspired compression architecture

    • Hardware-aware sub-model generation
    • Supports edge devices, robotics, IoT, wearables
    • Preserves accuracy and real-time performance
    • Integrated with Tesan AI Studio for seamless workflow
    • Blockchain-backed versioning of optimized models

    Industries & Real-World Use Cases

    How businesses deploy Tesan AI

    From robotics and smart manufacturing to healthcare, logistics, and retail.

    • Autonomous robotics — lightweight real-time models for navigation, vision, planning
    • Healthcare devices — embedded AI for diagnostics, patient monitoring, wearables
    • Smart manufacturing — AI models for sensor networks and industrial IoT
    • Consumer devices — mobile AI, AR/VR, smart home
    • Smart cities — AI for traffic management, energy optimization, surveillance

    The future of AI is moving to the edge — into physical systems, robotics, and embedded environments. Large cloud-trained AI models are too heavy and inefficient for these real-world applications. WORM Engine solves this gap — enabling true edge AI by transforming cloud-scale models into highly efficient, deployment-ready sub-models — without requiring months of manual tuning or sacrificing performance.

    Discover how

    how WORM Engine powers the next generation of AI — optimized for the real world.
    Contact us