Full-Stack Applied AI & Systems Engineer. Steerable agent infrastructure, high-performance visual instruments, and evaluation suites that hold up in production.
Grain and scale tracking for a US supply-chain client: integrated analytics and reporting tooling so the business could make data-driven decisions and optimize supply-chain management.
Grain & Scale Tracking
2022
Business Solutions
(00)
THE ENGAGEMENT
Tracking, then decisions
A US supply-chain client needed grain and scale movement it could actually read. The 2022 engagement delivered integrated analytics and reporting tooling so the business could make data-driven decisions and optimize supply-chain management.
(01)
THE WORK
Two things get tracked — what crosses the scale, and what is sitting in the bins — and the value is in holding both in one place. The analytics layer sat over that, turning movement into something a planner could act on.
That is the full confirmed scope of the engagement, and this page does not claim more than it can show.
(02).
ON THESE VISUALS
Every image here is an illustration
This engagement left no public artifact. Each image on the page is a generated concept visualization, labelled as such in its own corner — they show the shape of the tooling, not the client’s screens, and they contain no real customer data.
Why show them at all
Because the domain is the interesting part. Scale tickets, bin positions and season reporting are specific problems, and the illustrations make that specificity visible where a blank page would not.
An AI answering as Charbel. It can be wrong — reach the real one.