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    Latest Thinking

    Notes on AI transformation, agentic AI architecture, and what actually works moving from pilots to production.

    Community7 min read

    How to Apply to the AWS Community Builders Program in 2027

    AWS Community Builders applications open in January 2027. Learn what the program offers and how to prepare, from my experience applying twice.

    October 10, 2026

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    Agentic AI8 min read

    The AWS Well-Architected Agentic AI Lens: a working reference

    What the lens contains, how its six pillars extend the Well-Architected Framework, the practices its reading paths name, and where the lens stops.

    September 21, 2026

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    Agentic AI4 min read

    When Someone Says They Deployed an "Autonomous Agent," Ask One Question

    Autonomy is not an on/off switch — it's a six-level scale. Here's why most enterprises should stay at L1-L2, and the operational rule for setting autonomy per action, not per agent.

    August 15, 2026

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