FreshCtx checks whether an AI decision has gone stale

Why it surfaced

FreshCtx inserts a freshness boundary between an agent’s reasoning and its action, tracking declared dependencies through four outcomes: CURRENT, STALE_SOURCE, STALE_REASONING, and UNVERIFIABLE. Its fail-closed design targets expensive edge cases such as a $240,000 supplier wire prepared against a changed account row, while plainly admitting that the project is still pre-launch.

An open-source runtime guard revalidates the evidence behind an AI-supported action immediately before execution.