Jul 22, 2026Jul 22, 2026 · 23 min read · 108 viewsBlock-addressed editing: a 10x output-token cost reduction for document LLM agents~10× less output, ~3× faster, measured. Plus the second lever — history compaction — that cuts multi-turn input ~60%.23 min read · 108 views