Middle Watch

Exception monitoring for ocean imports.

An open-source agent that reads container events and flags what needs a human: a missed transshipment, an ETA that keeps slipping, a box that stopped moving, a last free day coming up.

Built and evaluated by Anthony Denis, import operations specialist in Miami.

2,393 of 2,393 seeded exceptions caught, each for the right reason.

0% false positives across 40,000 container rows, in 2.3 seconds.

32 automated tests, including the full agent loop.

Measured on a controlled synthetic benchmark; reproducible from the repository.

An interactive demo is being rebuilt. Until it is live, the code and evaluation are on GitHub.