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.
Read the BlogI've been writing software since 2008 — from Java monoliths to distributed systems, from São Paulo to Vancouver. I'm a Brazilian engineer living in Canada who believes the best way to learn is to build, and the best way to retain is to write.
I maintain a personal tech radar to organize what I'm exploring, and this site is where those explorations become something more permanent. Every post starts as rough study notes and evolves into something I'd want to read myself.
Things Left to Learn
Fully autonomous agents are hard to bound, hard to test, and expensive to operate. A deterministic backbone with narrow agent steps gives you the control flow back while keeping the intelligence where it matters. Here is how to design, test, and migrate toward it.
Most AI memory benchmarks grade on recall and stop there. That hides the real failure mode: stale facts quietly poisoning the context window. Here is a lifecycle-based evaluation framework that tests recall, revision, and controlled forgetting across the change points every long-lived project goes through.
The transactional outbox is a ledger, not a queue. Treating it like one is what breaks Postgres under load. This post walks through the specific failure modes — autovacuum stalls, xmin horizon drift, replication slot lag, poison pills — and the operational rules that actually keep it working in production.
JEP 491 removed the `synchronized` pinning problem that kept virtual threads out of production. The interesting question now isn't whether to enable them — it's which bottleneck shows up next. A field guide for Spring Boot / Kotlin services running on JDK 24+.