Research

Frontier work, in the open.

We publish research that underpins our products — from grid forecasting to embedded inference. Browse the archive.

  • Nov 2024
    AI

    Neural load balancing for urban microgrids

    Transformer-based forecasting for high-density EV charging clusters.

  • Oct 2024
    Energy

    Solid-state energy density optimization

    Material science gains in long-duration storage for industrial IoT nodes.

  • Aug 2024
    Automation

    Autonomous robotic calibration systems

    Self-correcting hardware loops for high-precision manufacturing.

  • Jul 2024
    AI

    Sparse mixture-of-experts for control plane inference

    Routing strategies that beat dense baselines on edge hardware.

  • May 2024
    Energy

    Vehicle-to-grid arbitrage at scale

    A market-design study of bi-directional charging in deregulated markets.

  • Mar 2024
    IoT

    Secure OTA for ruggedized industrial nodes

    Signed-image bootloader and rollback semantics for sensor fleets.