TechTowards Data Scienceabout 1 hour ago
Validity Layer Tracks Stale Context
1 min read
A developer built a pure Python benchmark with two deterministic executors to measure stale context costs. The validity-aware executor checks dependencies before acting, while the baseline fails first. A 96-configuration sweep showed size, not graph shape, drives wasted work. Four validity states track ACTIVE, STALE, SUPERSEDED, and UNKNOWN.
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