Schedule

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  1. October 12

    Keynote

    When the Human Becomes the Copilot

    The talk examines the path from AI-powered operation to self-managed infrastructure: levels of autonomy, agent-based control loops, dynamic sandboxes, operational security, verification, and the changing role of the human operator.

  2. October 13

    Talk

    Weights, GPU, and the First Token: How to Launch an LLM

    An ML team has come to you: "The LLM is responding in the container, now give it to the users and maintain it."

    Let's explore what can go wrong on the way to production: weights and GPUs, the first token, keys and accesses, updates, metrics, and crashes. And how to handle it with minimal losses.

    Talk

    17 Years of Experience in Kubernetes: How to Catch a Fake Resume and Avoid Spending Money on Neural Networks

    Every other incoming resume lies (17 years of Kubernetes for a thing that is 12 years old), and the model that catches it either bankrupts you on bills, lies itself, or makes a hiring call you cannot later explain to lawyers. I show how to fix this with a three-tier model cascade with the expensive one last, three guard layers, and real before-and-after numbers — on a live collection of caught fabrications.