Sep 8, 2026 · 08:31 AM
The Temporal Blind Spot of Large Language Models: Why Context Validity Is the Next Frontier for AI Reliability
Expanding context windows allow models to process millions of tokens, but they remain fundamentally blind to temporal decay. This analysis examines why technical completeness in prompts leads to operational failure and how deterministic validity layers restore precision to AI execution.