Build log
Can I trust AI with my wedding planning? Only behind four gates
An AI reads every wedding-vendor quote I get and fills my tracker. Nothing enters until it clears four gates — because the failure I almost missed looked exactly like done.
Independent tests of AI in real work
Anyone can show you what AI did. I show you how I know it’s right.
I use AI on consequential work, then publish the check that separates a convincing answer from a dependable one — what held up, what failed, and where the result stops.
The operating loop
Question → test → proof
Each piece starts with a decision, not a content quota.
01 / Question
Start with a real uncertainty
What would someone need to decide, trust, or do differently?
02 / Test
Try to make it fail
Use source checks, deterministic rules, and an independent challenge pass.
03 / Proof
Publish the receipt
Show the result, method, evidence, limits, and a way to inspect it.
Latest field test
One problem, with the evidence attached
Built to be inspected
The trust layer is part of the work
Public standards
See the exact release loop: the evidence brief, independent checks, human approval, and exact-bundle promotion.
Who is behind it
I’m Ali, a data scientist with more than a decade in forecasting, attribution, and decision systems.