§ 02 — Examples
The problems we are usually called for.
Written from patterns across our projects, not from one client. What people arrive with, what is usually behind it, and what we change.
“Every sale ends in an incident, and there is no time to rewrite.”
We don't rewrite everything. The hot path moves into its own core, writes become safe to retry, and the migration runs live while the old code keeps serving until the last day.
“A release takes a quarter and nobody can say why.”
It is rarely the code. It is manual regression and a branch nobody dares merge. We split the release train from feature work, automate the regression pack and put the risky parts behind flags.
“The AI demo impressed everyone and never shipped.”
Because a demo does not count money or answer for mistakes. We add an evaluation set, a cost ceiling, a fallback path and a human in the loop where an error is expensive.
What you seeWhat is underneathWhat we do
Every sale ends in an incident
Synchronous writes to one database, duplicate payments, manual rollback
Event-driven core, idempotent writes, migration with no maintenance window
The app ships once a quarter
Manual regression, two codebases, a branch nobody dares merge
Shared Kotlin core, automated regression, a release train every two weeks
Support cannot clear the queue
Knowledge in people's heads, answers not reproducible, the AI pilot never shipped
Retrieval over your own data, evaluations on every release, self-hosted inference