Context Windows Don’t Know What’s Still True — I Built a Validity Layer That Does

AI systems can fail when their context becomes "stale," meaning the information was once correct but no longer reflects reality, leading to actions based on broken assumptions. A proposed "validity layer" solves this by checking if facts are still true right before an action depends on them, allowing