INDEPENDENT LAB NOTES / 2026

Things I build
to think.

Small working explorations of trust, context, and control.

What should a financial coach do when it doesn't know enough?

A focused behavior sketch for Future You. The goal is to make the boundary of an answer as understandable as the answer itself.

FUTURE YOU / BEHAVIOR LABFICTIONAL DATA · SCRIPTED RESPONSE
YOUR QUESTION

Can I afford a
$4,000 vacation?

Before my next income, while protecting my reserve.

A QUESTION BEFORE AN ANSWER

ILLUSTRATIVE RESPONSES / PROPOSED RUBRIC

“With $1,800 committed and $3,000 protected, the $4,000 trip leaves $400. Are there other expenses before your next income?”

Stronger: shows the calculation, states its boundary, and asks about the information that could change the answer.

Factual grounding
Pass
Financial context
Pass
Uncertainty
Pass
User autonomy
Pass

Design revision: expose the reserve and commitments next to the answer, then ask for missing expenses. These are authored examples, not measured model outputs.

OBSERVATION FROM THE PROTOTYPE

Uncertainty is a product state.

Removing a commitment changes what the product can responsibly say. A visible missing-data state turns that limitation into a useful next action. User validation is the next step.