Research

How ELM Learns

ELM doesn’t arrive knowing your home. It learns it slowly, from the way you fold towels to where the colander lives. Each week it gets a little steadier at the jobs it already knows, and picks up a few new ones.

Hands smoothing a white linen sheet

Taught Patiently

In Guided Mode, a trained guide walks ELM through a task until it holds.

Taught Patiently

In Guided Mode, a trained guide walks ELM through a task until it holds.

Taught Patiently

In Guided Mode, a trained guide walks ELM through a task until it holds.

Your Approval First

A guide only joins ELM remotely once you have approved the visit.

Your Approval First

A guide only joins ELM remotely once you have approved the visit.

Your Approval First

A guide only joins ELM remotely once you have approved the visit.

Learns Overnight

New skills arrive in a weekly update while the house is asleep.

Learns Overnight

New skills arrive in a weekly update while the house is asleep.

Learns Overnight

New skills arrive in a weekly update while the house is asleep.

Progress

Counting Small Steps

We keep a plain record of what ELM can and can’t do yet. These numbers come from the practice rooms in our Bristol workshop, where ELM rehearses ordinary household work long before the first deliveries in 2027.

38

Household tasks taught so far

1,240

Hours spent in guided lessons

61

Overnight updates since our first prototype

A dark woven basket of dried peach stones on striped cloth

Teaching

How a Lesson Goes

Most lessons begin with something small. A guide joins ELM remotely, with the owner’s approval, and works through a task at half speed: pairing socks, wiping a hob, putting cups away handle out. ELM watches, tries, and is gently corrected. When a task goes well again and again, in different rooms and different light, it is folded into the next weekly update.

Care

Knowing When to Stop

ELM is still learning, and we would rather it paused than guessed. If a task is new, or a room has changed, it stops and asks. For now, it leaves sharp knives and hot pans to people. We shorten that list slowly, one skill at a time, and only once a task has been practised many times over.

A quiet kitchen in soft morning light

Journal

Notes on Learning

Teach With Us

We’re looking for patient people to train as Hearthwork guides, and engineers who care about getting ordinary things right.

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