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MrJeffrey/README.md
Jeffrey Swanson Banner

My name's Jeff 👋

Most of my work is practical: real code, first principles, and working examples. I focus on helping technical PMs move beyond prompt engineering to understanding the architecture behind autonomous systems.

I'm currently publishing an open curriculum on Agentic AI from Scratch—complete modules with code you can clone, run, and learn from.

What I'm Building

  • AI Agent Fundamentals: interaction loops, system prompts, tool use, reasoning patterns
  • Ready-to-run modules: clone → install → run
  • RAG & Memory: context management, knowledge bases, retrieval patterns
  • Multi-agent systems: orchestration, planning, guardrails
  • Practical workshops: built for PMs who want to understand the tech, not just manage it

About Me

📍 Based in Seattle and Stockholm. I've worked in product and engineering roles at companies ranging from big tech to small startups. Currently helping secure the internet.

🌱 Likes: Agentic AI, home automation, books, espresso, and side projects that my agents are helping me finally finish.

Popular repositories Loading

  1. agentic-ai-from-scratch agentic-ai-from-scratch Public

    Learn to build AI agents from scratch: chat loops → tool use → ReAct reasoning → memory → RAG → multi-agent systems → autonomous agents

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  2. system-design-primer system-design-primer Public

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    Learn how to design large-scale systems. Prep for the system design interview. Includes Anki flashcards.

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  3. engineering-management engineering-management Public

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    A collection of inspiring resources related to engineering management and tech leadership

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  4. awesome-scalability awesome-scalability Public

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    The Patterns of Scalable, Reliable, and Performant Large-Scale Systems

  5. system-design system-design Public

    Forked from karanpratapsingh/system-design

    Learn how to design systems at scale and prepare for system design interviews

  6. handbook handbook Public

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    Basecamp Employee Handbook