How We Used AI to Make happycontext Up to 77× Faster Without Breaking Its API
How we used AI, profiling, adversarial tests, and repeatable Go benchmarks to cut hot-path work and make filtered log writes up to 77x faster.
Production Observability and Logging
Logging architecture, context propagation, event quality, and cost-aware telemetry.
2
11 min
I Built happycontext: Wide Logging for Go with Router + Logger Adapters
A deep dive into happycontext, a Go wide-logging library emitting one structured event per request for slog, zap, zerolog, and major routers.