Gupta’s bet is that the timing is finally right. He argues that bigger context windows, cheaper inference, and better orchestration for autonomous agents mean “what we are doing today would not have been possible two years ago.” The goal is not to replace project managers and consultants but to make them “50–60% more effective” by catching the “red seeds in the watermelon”—the buried decisions and soft resistance that doom programs while status reports are still green.
HK$625 per month
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