Context Windows Don’t Know What’s Still True — I Built a Validity Layer That Does
This story is from 2026-09-08. It is preserved in the archive; the latest stories are on the live feed.
A context window can be technically complete and still describe a world that no longer exists. I built a deterministic benchmark to measure the cost of acting on stale context. The post Context Windows Don’t Know What’s Still True — I Built a Validity Layer That Does appeared first on Towards Data…
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- 2026-09-08 11:00 · Towards Data Science
Context Windows Don’t Know What’s Still True — I Built a Validity Layer That Does
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