What it taught me
Diagnosing a non-standard LLM gateway that multiplied token counters by thirty and returned 500 instead of 404. Building a pipeline where the expensive step — classification — never blocks collection. And the honest lesson: a filter tuned for precision quietly approved 0.15% of records, which looks like a broken bot until you read the reject reasons.