{"story":{"story_id":94150,"version":1,"published_at":"2026-10-16T07:23:12+00:00","status":"PUBLISHED","title":"Context Window Saturation: Why 1M-Token LLMs Fail at Precision Retrieval","summary":"Context window saturation causes precision collapse in 1M-token LLMs. Learn how hybrid sparse-dense retrieval and reranking fix… Continue reading on Data Science Collective »","category":"teknoloji","source_url":"https://medium.com/data-science-collective/context-window-saturation-why-1m-token-llms-fail-at-precision-retrieval-f579e4251b40?source=rss------artificial_intelligence-5","content_hash":"225e2a8d2419ad0498fd464aed5bf79a31648ad26292f39cdc155ac930deb55d","created_at":"2026-10-16 07:41:39","updated_at":"2026-10-16 07:41:39","language":"en","source_domain":"medium.com","source_snapshot_path":"C:\\AYRA\\prod\\app\\data\\snapshots\\00094150_medium_com.html.gz","source_snapshot_hash":"6e848d05698779d00236cb7d75fc6865657ad9c8b3a8af829c90238d3dee0029","source_snapshot_at":"2026-10-16T07:41:39.927388+00:00","capture_method":"rss","masa_score":0,"masa_tier":"UNRATED","masa_lenses":null,"masa_is_spam":0,"masa_updated_at":null,"admiralty_grade":null,"admiralty_score":0,"confirmation_level":3,"confirmation_sources":0,"lens_count":0,"threat_level":"DUSUK","threat_weight":10,"ach_count":0,"ach_top":null,"scheduled_at":null,"cycle_interval_hours":null,"status_note":null,"updated_by":null,"image_url":"https://cdn-images-1.medium.com/max/1632/0*TzMhRhy9kntbDaX8.png","independence_group":null,"canonical_id":null,"decision":null},"entities":[],"related":[],"timeline":[{"event_date":"2026-10-16T07:23:12+00:00","event_type":"PUBLICATION","description":"Context Window Saturation: Why 1M-Token LLMs Fail at Precision Retrieval"}]}