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Last updated: July 12, 2026, 5:30 AM ET

LLM Challenges

Frontier AI models continue to hallucinate, sometimes humorously and sometimes causing damage. Long context windows in LLMs are not without cost; prompt pruning layers can make these systems more efficient by removing redundant tokens that increase cost and latency.