1. Reducing Thousands of Vulnerability Findings Without Hiding the Risk

    How cleaning stale container images, remediating what was running, tightening SSH exposure, and documenting exceptions made SOC 2 vulnerability management more useful.

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  2. The Fastest Query Is Sometimes the One You Never Make

    How projecting smaller read models, then caching representations instead of entity graphs, brought slow customer reports back under their performance target.

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