Finding the Needle in the Haystack29 April 2026 · 16 minsNeedle-in-a-Haystack Context-Rot Long-Context Document-Review Fraud-Investigations E-DiscoveryLLMs ace simple retrieval benchmarks but collapse on the tasks that matter in fraud investigations — finding semantically disguised evidence buried in millions of documents