Work

Work

Start with production. Real load, real money, real pages. Side projects after that.

Message accounting end to end

reliability

Outbound platform across Email, SMS, App, and WhatsApp. Source and target counts never matched. False drops made every investigation a fight about the logs. We split metrics by stage, killed the fake failures, and got to 100% accounting source to target.

note → · timeline →

Cost, quality, and a retry storm

operations

Cut AWS cost about 21% by removing network and disk bottlenecks. Lifted SonarQube quality metrics 78% across services. Redesigned WhatsApp as a bot-of-bots. Separate story: one slow Aerospike shard turned into an outage when retries lined up. Fix was skip bad keys, then backoff with jitter.

retry storm note → · timeline →

letter

project

A Go tool that updates Postman collections from files on disk.

repo ↗

bytecase

project

A personal shelf of small code snippets and scripts I reuse.

repo ↗