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Last updated: July 12, 2026, 2:30 AM ET

LLM Limitations & Solutions

Large language models struggle with long contexts due to token accumulation, not memory loss. A new prompt-pruning layer by removing redundant tokens. Frontier AI models continue to hallucinate, sometimes humorously and other times with damaging results are under active development.