01
Tell Mary what matters.
Use your own words, add a file, or describe a job. Short question or bigger project—Mary begins with your objective.
MEET MARY ✦ YOUR OWN AI COMPANION
Make more
possible.
Every day.
A calmer, more capable way to think, create, and get things done. Mary works with your context, on your computer, and stays with the task until there is a real result.
Local-first by design Always in your control No paid AI subscription required for local use
Small tasks. Big ideas.
One companion.
One companion.
QUALIFIED ENGINEERING EXAMPLE25,000 records analyzedVerified result • Synthetic data
MARYKIN LABS / PRIVATE BETA 2026
01 /Converse naturally.Ask in your own words.
02 /Put ideas to work.Files, tasks, decisions and follow-through.
03 /Stay in control.See what's running, done, or needs you.
THE EXPERIENCE — 01
Less app.
More ability.
Not another dashboard to manage. One clear place to ask, delegate, check progress, and decide what happens next.
Mary✦ Ask Mary
▤ My work
⌁ Commons
Local companion Design preview
My spacePRIVATE · LOCAL-FIRST
✧
A LITTLE MORE POSSIBLE, EVERY DAY
What can we work
on together?
Ask a question. Bring a document. Or give Mary a real task to finish.
EXAMPLE WORKFLOW ILLUSTRATIVE ONLY
“Analyze my sales and tell me what needs attention.”
✓
Verified summary with supporting filesAn example of how Mary can present completed, evidence-linked work.
Ask Mary anything…
＋ ♩ ↑
Interactive design illustration, not connected to your computer. Tasks shown here are examples—not live AI responses.
HOW IT WORKS — 02
From a thought
to something done.
A simple experience built on a serious engine: Mary plans carefully, executes within permission, and keeps evidence of what happened.
02
Let the work unfold.
Mary chooses the appropriate local capability, tracks progress, and asks for confirmation before consequential actions.
03
Get a result you can trust.
Review clear outcomes, artifacts, and what remains uncertain. A task is not “done” merely because a chat says so.
ENGINEERING EVIDENCE — 03
Progress you
can verify.
We develop Mary through bounded tests—not sweeping promises. Here is one synthetic workload from the current integration qualification.
25,000synthetic retail rows processed
10 / 10independent isolated Windows runs completed
7verified Core artifacts per run
0.663smedian isolated Core Work test
These measurements describe one isolated Windows Core workload. They do not measure end-to-end conversational latency or prove a production performance gain. Experimental routing, advanced voice, and visual tools remain behind qualification gates.
Engineering recordPRIVATE EARLY ACCESS — 04
Mary is nearly
at your doorstep.
We're inviting a small number of people to help shape the next chapter. Tell us how you would use Mary. We review applications individually and invite in real batches.
01
Request an invitationAbout a minute. No payment required.
02
Review and approvalWe aim to provide an update in roughly 6–12 hours during active onboarding. Timing is not guaranteed.
03
Set up your own MaryApproved applicants receive controlled access to the Windows beta installation kit.
Private invitationsReal applications only. No artificial counters.
01 / REQUEST ACCESS✳
A little about you.
A thoughtful beta starts with the right people.
Already applied? Check your request status
Free to apply. Invite-only beta. No fabricated queue or guaranteed delivery window.
THE WINDOWS BETA — 05
Small to install.
Made for bigger things.
The current candidate bundle is compact and installs alongside your existing environment. We don't silently download AI models or modify your security settings.
Windows x6416.45 MB ZIPLocal OllamaOwner-controlled
Candidate build f71daae9bbbb. Qualified in an isolated Windows test; individual tester acceptance, code signing, and final public release approval remain pending.
MARY.zip
PRIVATE BETA INSTALLER
Mary for Windows
Version f71daae9bbbb · 15.68 MiB
IntegritySHA-256 checked
AvailabilityBy verified invitation only
PrivacyPackage is not publicly linked
One-use tickets expire. The browser receives the package only after server-side entitlement checks. Never share your ticket.