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9 stories

Stories

  • What is AI ops? Why LLM and agent systems require a different approach

    Last Updated on September 25, 2026 Most engineers approaching their first production LLM system bring a mental model that works well for software: test your inputs and outputs with assertions, check your code into git, roll back if something breaks, and rely on system prompts or configuration files…

    Sebastian Thrun’s Introduction To Machine Learning Blog9 min read
  • What it’s actually like to earn a master’s in AI online

    Last Updated on August 20, 2026 What does earning a master’s in AI online actually do for your career? Three Udacity graduates recently shared their experience in the Master’s of Science in Artificial Intelligence degree program.

    Sebastian Thrun’s Introduction To Machine Learning Blog9 min read
  • Claude Code Best Practices: How I actually use Claude Code as a senior cloud architect

    Last Updated on July 10, 2026 I have been working in cloud architecture for over twelve years. In the last two, Claude Code has become one of the most important tools in how I work — not as a convenience, but as something that has genuinely changed what I can accomplish and how fast. I […]

    Sebastian Thrun’s Introduction To Machine Learning Blog7 min read
  • The Claude Certified Architect Exam, Explained by Someone Who Passed It

    Last Updated on July 2, 2026 Every question on the Claude Certified Architect exam is a system design scenario: here’s the situation, here are a few ways to handle it, which do you reach for? I knew that going in; the format wasn’t a surprise. What got me was how fine the distinctions are. More […]

    Sebastian Thrun’s Introduction To Machine Learning Blog11 min read
  • Prompt chaining explained: how to build reasoning pipelines in Python

    Last Updated on June 12, 2026 Imagine asking a friend who has never baked anything to produce a multi-layered cake. No recipe. No step-by-step instructions. Just: “Make me a three-tier cake with buttercream frosting and a fruit filling.” The result would be unpredictable at best.

    Sebastian Thrun’s Introduction To Machine Learning Blog19 min read
  • LangChain agents tutorial: build a multi-step workflow in Python

    Last Updated on June 12, 2026 A chatbot that answers questions from a knowledge base sounds impressive in a demo. Then someone asks it a question that requires checking two sources, comparing the results, and deciding whether to follow up.

    Sebastian Thrun’s Introduction To Machine Learning Blog21 min read
  • Agentic AI architecture: how to design multi-agent systems that actually work

    Last Updated on June 12, 2026 Picture a support operations pipeline built to handle billing inquiries. A customer writes in with a request that combines a billing dispute, a policy exception they read about on a forum, and an account that is missing three months of usage data because of a migration…

    Sebastian Thrun’s Introduction To Machine Learning Blog20 min read

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