Compare N latest, compaction, and summary tradeoffs for long agent conversations - a benchmark that measures what evidence survives after context is reduced.

How to parallelize an LLM task-matching pipeline for Redmine/Jira using semantic retrieval and reconciliation, cutting p50 latency ~4x without breaking task hierarchy logic.