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Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.

  1. Prakash Arunkundrum, HP’s first-ever chief strategy and transformation officer, bets edge AI will ‘bring the token cost down’

    HP's Chief Strategy and Transformation Officer, Prakash Arunkundrum, believes that edge AI can significantly reduce the escalating costs associated with token usage in enterprise AI applications. The company is focusing on developing "AI PCs" and its own local-first AI model, HP IQ, to enable AI processing directly on devices rather than relying solely on the cloud. This approach not only aims to lower total cost of ownership by minimizing token consumption but also enhances data privacy and sovereignty, which is particularly important in regions like Asia. AI

    Prakash Arunkundrum, HP’s first-ever chief strategy and transformation officer, bets edge AI will ‘bring the token cost down’

    IMPACT HP's focus on edge AI and AI PCs could drive down enterprise AI costs and increase data privacy.

  2. The Day I Stopped Asking NotebookLM Broad Questions

    The author discovered that asking broad, multi-variable questions to AI tools like NotebookLM often results in generic, popular product recommendations rather than insightful analysis. These tools are designed to find consensus among constraints, leading them to surface the most validated items. By narrowing down queries to specific variables, the author found that the AI could provide more targeted and useful information, moving beyond obvious bestsellers to identify profitable niche products. AI

    The Day I Stopped Asking NotebookLM Broad Questions

    IMPACT Users of AI analysis tools may improve their query strategies to extract more specific and actionable insights.