Voviva Blog

Notes from the field on
applied AI in production.

Practical perspectives on shipping AI systems that work: what we build, what we learn, and what we'd recommend.

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How companies can build valuable AI systems today without having to start again when the technology changes.

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How to Invest in AI Without Regretting It Later

Every new model makes some of today’s AI work unnecessary. Here is how to build systems whose business value survives — and grows — when the technology improves, instead of having to start over.

Darius Doongaji
Darius Doongaji
26 June 2026 · 8 min read
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