Who’s reading?
Ephraim Arshad
Field notesWriting

What I learned by watching things fail.

Written after the fact, with the numbers I could verify and none I couldn’t.

  1. agents · cost · tomie

    Routing agent decisions through a $0.00002 model

    Every yes/no, choice and score on my agent server goes to a small calibrated model, not a frontier one. What that costs, what it is bad at, and what happens when it goes down.

  2. offline-first · data integrity · field ops

    What died in transit: offline-first field data in Peshawar

    Collections recorded on phones with no signal, and a delivery log that Excel had quietly rewritten. Two ways data dies between the field and the database, and how I stopped both.