GenAI essays
Essays on GenAI by Dr. Shiva Kakkar, connecting GenAI adoption, management education, work redesign, and AI-native capability.
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What Corporate Employees Should Learn About GenAI Before Prompt Engineering
Corporate employees do need GenAI skills, but prompt engineering is too narrow a starting point. The real skill is knowing where AI belongs in work.
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Why I Stopped Writing Prompts and Started Writing Skills
Six months of building writing skills, audit pipelines, and self-correcting agents taught me one thing: the prompt is the wrong primitive. Here is the stack I switched to.
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Why Context Engineering Is a Management Problem
Most enterprises treat context engineering as a prompt or RAG problem. The real bottleneck is upstream: which source wins, which exception matters, who's accountable for the recommendation.
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When Expertise Stops Helping With AI
Research from Stanford, Harvard, and Carnegie Mellon points to a pattern leaders need to understand: AI can help less-experienced workers more when experts stay attached to old processes.