Closed-loop neurotechnology for memory

The memories
that matter
shouldn't fade.

MNEMO is a special software for consumer EEG that recognises which memories carry weight for you, and reinforces them in deep sleep — so they consolidate instead of slipping away.

Currently we’re working with EEG and sleep labs to improve it on real hardware.

The opening

Every sleep wearable you see on open market replays the same generic cues, or simply improves sleep. But none of them reinforces the specific memories a person would choose to keep.

The gap

Cueing memories during sleep is established science. What no one has done is make it about you and your memory and put it on hardware that you can actually own.

That's the opening MNEMO is built for consolidation that's specific to you, at a scale that fits everyday life.

Why it's ours to win

The advantage isn't one clever trick a competitor could copy. It's the dataset that compounds every night someone uses it — the model fits your memory better the longer you wear it.

And we hold a standard most of the field doesn't: measuring memory honestly, in a way that survives outside review. Lab scene is frequently crowded with results that don't replicate, that is its own moat.

How it works

One loop, across your day and your night.

By day

It learns what matters

During the day, or therapy, MNEMO recognises which memories carry weight for you - the ones you'd want to hold on to.

By night

It reinforces them in sleep

While you're in deep sleep, it gently strengthens those memories, so they consolidate instead of slipping away.

Always

It stays yours

They become a private, searchable archive that grows more personal with use — kept with you, not on someone else's server.

Where it leads

What we ship now, and what it grows into.

Today

A working product: it strengthens the memories you choose to keep, and supports your sleep as well as the best consumer wearables do.

Evidence

We measure honestly — and that's the edge.

Every claim we make is fixed in advance and tested on people the model has never seen.

Pre-registered
Goals and thresholds are set before we look at the data — never chosen afterwards to fit it.
Tested on new people
Performance is measured on participants the model never trained on, not replayed on familiar data.
Held to a real bar
A finding has to beat the obvious explanations before we'll call it real.
Work with us

Bring your lab.

We're looking for EEG and sleep labs to run MNEMO on real hardware. You bring the rig and participants; we bring the software and the analysis — co-developed, co-authored, open method.

Labs with hardware — lend a rig and run a study with us
Academic collaborators — co-author the science
Investors & accelerators — back honest neurotech early

Your data stays yours. Any contribution to the research is opt-in, every time — never a condition of using MNEMO.

Thanks — your message is in.

We read every one ourselves and usually reply within a few days. Talk soon.

Who we are

MNEMO is built by a small research team spanning memory science, machine-learning engineering and research operations.

We're based across three universities in Ireland and Ukraine, and are assembling a scientific advisory board in memory, sleep and neuroethics.

Maynooth University
Ireland · Memory & cognition
Lviv Polytechnic
Ukraine · Machine learning & EEG
Ukrainian Catholic University
Ukraine · Research operations & ethics