InsightsJuly 22, 2026
RAG is a retrieval problem, not a model problem
By Pavlo Pohuliailo5 min
Notes on shipping AI features in production — what worked, what we'd do differently, and what we're learning between projects.
Retries, tool timeouts, and silent context truncation cause more incidents than model quality ever does. Here's the checklist we run before an agent goes live.