A LITTLE MORE CONTINUITY
We’re building a trusted external memory for the details that make a day your own.
In development. Built around your life.
Pickup at noon
A familiar name. A plan for later. Where you left your keys.
The small things hold a day together.OUR RESEARCH FOCUS
Starting with mild cognitive impairment and early Alzheimer’s disease, with other research directions to explore.
INITIAL FOCUS
INITIAL FOCUS
POSSIBLE FUTURE RESEARCH
Experiences vary from person to person. Future research areas are exploratory.
“When is Anna picking me up?”
Anna plans to pick you up at noon.
01 / MEET JOY
The details you need.
With the source behind them.
Joy is being designed to help you find information from your life, without remembering which app or note holds it.
Start with what you’ve recorded.
Make the source easy to see.
Be clear when something is missing.
Explore the examples. These are prepared responses using sample information, not a live assistant.
02 / UNDER THE SURFACE
Our proprietary sequence model is trained to recognize patterns in everyday life. It connects your context, predicts what a plan needs next, and surfaces potential gaps before they disrupt your day.
Understand the day ahead.
01CONTEXT / Sample context / John has lunch at 12:30 PM; Anna will pick him up at noon.
Predict the missing step before the plan breaks.
The model anticipates what the plan depends on, checks for gaps, and suggests support for you to review.Illustrative walkthrough of our proprietary model’s approach. Sample records and simulated predictions, not live model output.
Mild cognitive impairment
Early Alzheimer’s disease
Parkinson’s with cognitive difficulties · Brain injury · Stroke-related cognitive impairment
Designed around everyday information gaps. This concept does not diagnose conditions or predict their progression.
100 simulated moments of everyday forgetfulness. A closer look at how Tujora recalls information, handles uncertainty, and follows through.
Reviewed baseline
scenarios passed
7 failed · 0 test errors
GPT-6.1 Sol + Tujora
Simulated tools
100 scenarios · Context, prompts & scoring criteria
A scenario passes only when every required check passes and no defined critical error occurs. Code checks saved actions; a separate model call grades the response.
The original run scored 89/100. Two cases were rerun after repairing their input data, and two scoring errors were corrected. The reviewed result is 93/100; the assistant instructions were unchanged.
Developer-authored, fictional scenarios. Model-assisted scoring, not independent human validation.
03 / YOUR CIRCLE
Share the details you choose.
Keep the rest your own.
The vision for Tujora Circle is simple: let the people you trust contribute to shared plans, while you decide what they can see.
Illustrative permissions. No accounts are connected.
A LITTLE MORE CLARITY
Not yet. Tujora and Joy are in development. The examples on this website show the intended experience using prepared sample information. Joining the waitlist records your interest; it does not create a product account or promise a launch date.
No. The examples use fictional records for John and Anna. This website does not connect to your calendar, microphone, messages, or personal notes.
Your email and consent are saved so Tujora can contact you about availability and development. No payment is required, and no confirmation email is sent by this website. After joining, you can save a private removal link to withdraw your signup.
A LITTLE MORE POSSIBILITY
Help shape what comes next.
