TECHNOLOGY

Advancing the frontier of Physical AI energy infrastructure.

We are building the energy layer that helps EVs, robots and humanoids keep working, bringing configurable hardware, site infrastructure and AI-Dwell Engine into one system.

Physical AI Dwell Engine technology coordinating charging and battery swaps within existing work stops

Where software planning meets physical energy.

The plan is implemented at the operating site, through the packs, stations and interfaces configured for it.

  1. STEP 1

    Operational workflow

    Existing stops and available dwell time.

  2. STEP 2

    AI-Dwell Engine

    Plans energy replenishment around those intervals.

  3. STEP 3

    Physical energy system

    Battery packs, swap and charging infrastructure, enclosures and interfaces.

Mechlae battery pack
Battery pack
Mechlae swap station
Swap station
Mechlae battery enclosure
Battery enclosure
Mechlae smart connector
Smart connector

ENGINEERING PILLARS

Four disciplines, one system

Electric cargo vehicles at a warehouse loading stop

AI-Dwell Engine

Operational timing is the input. AI-Dwell Engine plans swaps around idle time that already exists; this includes cargo pickup and drop-off, loading and unloading. Replenishment follows the work.

About AI-Dwell Engine
Black rugged Mechlae battery enclosure

Thermal enclosure design

Heat-insulated and immersion-cooled enclosure options, with thermal design configured around the battery architecture and the application it serves.

Mechlae swap station cabinet with battery slots

Modular energy architecture

Configurable swappable or plug-in packs and modular manual or automated stations. Hardware is fitted to the application rather than forced into one universal format.

View hardware
Mechlae smart power and communication connector

Power & communication interfaces

Smart connectors and customized interfaces join the energy hardware with the vehicle, robot or station it powers.

Engineered around the real operation.

  • Application requirements

    Software timing and physical configuration start from how the machine actually works.

  • On-site pilot validation

    The combined system is validated at the operating site before it scales.

  • Phased deployment & support

    Rollout expands in phases, backed by maintenance, remote fault-finding and AI-Dwell support.

Bring Physical AI energy infrastructure into your operation.