Tiarê Balbi Bonamini
What you learn today is gone tomorrow. I write to make it last — turning study notes and hard-won lessons into articulated posts about software, technology, and the craft of building things.
Same answer on a server outage and a black-diamond run:
stay calm, commit to the line, ship the next turn.
The first time I shipped idempotency as a UUID header and a Redis lookup, a duplicate charge slipped through a week later. These are my notes on treating idempotency as a four-part protocol — dedup, determinism, concurrent safety, downstream propagation — with a minimal Kotlin plus Postgres implementation that holds up under retry.
A 0-click query for `dbos ontime` showed up in my Search Console last week. The reader is not asking about DBOS — they are asking how to run a job every minute, exactly once, across a fleet. From my own notes, an etcd lease, the `concurrency.Election` package, and a fencing token cover that case in under 100 lines of Go, without pulling in a workflow engine.
When the log is the source of truth, every schema change is permanent. A Kotlin/Avro walkthrough of the rename that passed the Schema Registry check and silently corrupted every old event, plus the Protobuf and Avro invariants I now keep pinned above my desk.
Notes from two weekends of digging into DSPy. I stopped treating prompts as the source of truth and started treating them as compiled output from a typed signature, a metric, and an optimizer. Here is the smallest end-to-end program I kept, how MIPROv2 actually searches, and where the approach breaks down in practice.