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Production notes on AI engineering

Hi, I'm Pawel

LangHug.blog is my blog dedicated to exploring the rapidly evolving world of AI agents, language models, and the engineering patterns that make them work in production.

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I write practical guides, deep technical dives, and research notes that help developers build better AI-powered systems. I focus on clarity, accuracy, and real-world applicability.

My name is Pawel Twardziak and I am a software engineer with 14 years of experience. I am passionate about programming and AI, including building AI agents and agentic systems (agent engineering), as well as AI-assisted programming (agentic software engineering). I am an official LangChain Expert and a contributor to LangChain repositories.

14+ years in software engineeringFocus: agent engineering and AI-assisted developmentContributor to LangChain repositoriesOfficial LangChain Expert

What I cover

Practical topics I write about to help teams ship reliable and useful AI products.

  • Designing agentic systems

    Designing agentic systems
  • Memory, state, and agent decisions

    Memory, state, and agent decisions
  • Quality and production reliability

    Quality and production reliability
  • Agentic software engineering

    Agentic software engineering
  • Generative UI and agentic interfaces

    Generative UI and agentic interfaces
  • Model behavior, fine-tuning, and long context

    Model behavior, fine-tuning, and long context
  • And much more

    And much more

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