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Vibe, then verify: Unlocking AI value by solving the productivity paradox

Marcus Low
Marcus Low • 4 min read
Vibe, then verify: Unlocking AI value by solving the productivity paradox
"Vibe, then verify" isn't just a philosophy; it’s the operating principle for sustainable, AI-enabled development in fast-moving APJ markets. Here's why. Photo: Unsplash
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Across Asia-Pacific and Japan (APJ), technology leaders are racing to embed AI into every stage of the software development lifecycle (SDLC). From Singapore’s financial institutions to India’s fast-moving e-commerce startups, coding assistants promise faster delivery cycles and new innovation capacity.

Yet, many teams are discovering the Engineering Productivity Paradox: even as AI generates dramatically more code, overall engineering velocity and quality aren't improving proportionately. The reason is simple: all that AI-generated code, just like human-written code, must still be reviewed, verified, and secured. This verification step has become the new bottleneck.

Observed LLM coding personalities

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