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Jan 13, 2026 · Artificial Intelligence

How Engram’s ‘Lookup‑Compute Separation’ Boosts LLM Performance

DeepSeek’s newly open‑sourced Engram module introduces a scalable lookup‑based memory that separates knowledge retrieval from computation, enabling O(1) deterministic access and significantly improving large language model performance on knowledge‑heavy, reasoning, code, and math tasks without extra FLOPs.