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Why Bringing In Outside Help Could Be A Smart AI Move

Akshesh Shah, a Forbes Councils member, argues that the strongest AI implementations pair a deeply engaged internal champion with an external build team, as neither alone gets you to scale.

read1 min views20 publishedJul 24, 2026
Why Bringing In Outside Help Could Be A Smart AI Move
Image: Machinebrief (auto-discovered)

By Akshesh Shah, Forbes Councils MemberSource:

Forbes InnovationThe strongest AI implementations I’ve seen pair a deeply engaged internal champion with an external build team. Neither alone gets you to scale.

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source & further reading
machinebrief.com — original article A Reality Check of Inference-Time Context Augmentation Methods Invisibilization as a Source of Probability Bias in Language Models TRIAD: Benchmarking Omni-Modal Ambiguity in Multimodal Large Language Models
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