How I rebuilt a production log triage system — binary search over a sorted index, a channel-based ingestion pool, a write-ahead log for crash recovery, and what I'd do differently at scale.

How I built an end-to-end log anomaly detection pipeline that combines classical ML with LLM summarization — and what I learned about evaluating LLM output in production-adjacent systems.