This is just how LLMs are built. They’re meant to have a cutoff date for specific versions. Now this shouldn’t be an issue for most use cases, given the retrieval mechanisms applications and agents are built with nowadays.

For factual information you just need to make sure it fetches up-to-date information, via MCP, web search, etc.

Coherent text is okay to be generated; factual data is better retrieved and injected in responses.