Why AI assistants can't tell time and why it matters

LLMs receive a single timestamp at session start, which doesn't update, causing them to treat all retrieved context as current. This leads to confident but stale answers on pricing, availability, compliance, and people. The solution is to timestamp each piece of context with its retrieval time and apply decay models based on fact type.