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DeepSeek’s conditional memory fixes silent LLM waste: GPU cycles lost to static lookups

  • VentureBeat faviconVentureBeat

    Jan 13, 2026, 4:00 pm82 pts
    When an enterprise LLM retrieves a product name, technical specification, or standard contract clause, it's using expensive GPU computation designed for complex reasoning — just to access static information. This happens millions of times per day. Each lookup wastes cycles and inflates infrastructure costs. …
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