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Articles on data science, machine learning, and sports analytics — published on Medium.

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From Context Engineering to Company Intelligence: Why Company Knowledge Bases are Next

The real step-change in working with agentic coding tools didn't come from better prompts, it came from better context. This piece traces the shift from prompt engineering to context engineering, and argues that company-specific knowledge bases are the logical next frontier for unlocking AI's full value inside organizations.

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Ease off the anti-SaaS gas

A $1 trillion wipeout in enterprise software valuations in a single week is a massive overcorrection. AI agents are genuinely reshaping how software gets built and consumed, but the "SaaS is dead" narrative ignores the structural advantages that will keep many platforms valuable for years to come.

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Beyond the Buzzwords: Unpacking the GenAI → Agent → Workflow Stack

Jensen Huang declared 2025 the "Year of the Agent," but GenAI, agents, and workflows get conflated in ways that confuse leaders and stall real adoption. This breakdown untangles the full stack, from generative AI foundations to agentic reasoning to automated workflows, so you can cut through the consulting buzzwords and understand what's actually changing.

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