VALIDATION
Early — and honest about it.
VINNU is an early-stage working prototype. We're beginning real-user validation to test whether personal intelligence becomes more useful through repeated use.
Working prototypeEarly accessEngineering validationReal-user validation beginning
HOW WE'RE TESTING IT
The method, not the result.
- Baseline
- How a person works with AI before VINNU has any accumulated experience of them.
- Learning period
- A stretch of real, repeated use long enough for outcomes to become evidence.
- Repeated tasks
- The same kind of work recurring, so a learned strategy has a chance to apply — or not.
- Learning Gain
- The measured difference in outcomes across a learning period, once there is enough evidence to measure.
- Real-user validation
- Testing this with people using VINNU in their actual work, not a synthetic benchmark.
No claimed results yet. The purpose is to produce them.