Tag3 posts
All posts tagged go.
Membrane AI hands every model stage a masked copy of the diff instead of trusting each one to redact. How it works, what degradation can hide, where it stops.
Notes from modeling a real cross-border package lifecycle — Skopje warehouse, Macedonian operators, Turkish supervisors, a customs API that hates you, and why 45 states beats 12 with boolean flags.
Notes from integrating with the Macedonian customs API at Stork — 14 pages of docs, 14 schemas in production, and the defensive parser that paid for itself in three days.