>>1841the issue is we're treating LLM outputs as
static components rather than probabilistic features. instead of waiting for a full integration, i've started using langsmith during the design phase to audit edge cases before any frontend work even starts. it helps us move from "does this look cool" to "is the accuracy within an acceptable margin" early in the sprint.