From Half a Day to a Coffee Break

Keeping a knowledge base current in minutes instead of half a day, by never rebuilding what has not changed.

March 12, 2026 · 14 min

I'm Ashwin. I build the engineering that lets organizations get ahead of attacks, and write about the decisions behind it.

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