Insights

What we're finding.

Notes from real engagements — on data, AI, cloud, and the engineering discipline it takes to ship any of it responsibly.

Featured Engineering practice Naveen Gainedi

Review atrophy

"The discipline wasn't overruled. It was starved." A first-person account of how AI code that keeps looking right trains you out of reviewing it — and why that's not a personal-discipline problem.

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Diagram: Review Atrophy, the self-reinforcing loop — the less I found, the less I looked; the less I looked, the less I found — until I stopped looking entirely.

Notes from inside the work.

Engineering practice Naveen Gainedi

Are we ready for the 10x velocity?

Complexity doesn't announce itself — it accumulates, one plausible-looking PR at a time.

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Engineering practice Naveen Gainedi

What does it actually mean to understand a codebase?

That's not understanding. That's navigational familiarity.

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AI strategy Naveen Gainedi

The AI ROI question boards are asking is the wrong one

One ROI number can't average across three completely different kinds of return.

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