Kunal Chopra

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13:15

2026-09-17

machinebrief.com

artificial-intelligence

AI-Native Or Bolt-On Software? Understanding The Difference And Why It Matters

Forbes Councils member Kunal Chopra published an analysis distinguishing AI-native software, where AI is designed into the system from the start, from bolt-on AI added to products built before AI exis…

14:30

2026-07-31

machinebrief.com

artificial-intelligence

Hallucinations: Why You Might Be Using The Wrong Kind Of AI

Forbes Councils member Kunal Chopra argues that AI hallucinations stem from using the wrong architecture, urging leaders to distinguish between generative AI and discriminative AI to deploy each appro…

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Forbes 1 Forbes Councils 1

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artificial intelligence 2 ai products 2 generative ai 1

Kunal Chopra

// recent coverage 2 mentions

​AI-Native Or Bolt-On Software? Understanding The Difference And Why It Matters

Hallucinations: Why You Might Be Using The Wrong Kind Of AI

AI-Native Or Bolt-On Software? Understanding The Difference And Why It Matters