RAG Is Blind to Time — I Built a Temporal Layer to Fix It in Production

Three weeks into testing, a learner told me my AI tutor gave her the wrong answer.

Not obviously wrong — just outdated enough to mislead.

That was the moment I realized something most RAG systems quietly ignore: they have no sense of time.

My system retrieved the most similar document, not the mo...