POV

Points of view from the people building Garth

Opinions on measurement, governance, and release risk in the AI era. Argued from the data, written to be disagreed with. No product pitches.

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Measurement Engineering leadership

You get the behavior you measure. Not the one you want.

AI adoption is being measured the way lines of code were measured in 1995. The results are about the same. What to count instead, and why none of it needs a vendor.

Kumar Saurabh Johny (J) September 2026 · 6 min