expected-predictive-compression

Introduces a four-condition diagnostic protocol to identify whether failures in long-context memory systems stem from write-side compression discarding evidence or retrieval-side missing stored information. The analysis reveals write-side gaps dominate for most baselines, motivating the proposed Expected Predictive Compression (EPC) method that improves preservation of relevant evidence.