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Production notes on AI engineering

Hi, I'm Pawel

My name is Pawel Twardziak - I'm a software developer with 14 years of experience. Official LangChain Expert and an active contributor to LangChain repositories. On the official LangChain forum, I help solve technical problems and support the community.

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Since 2024, I've been focusing on AI - primarily on AI-native programming, where the developer acts as a director who takes responsibility for the outcome, and on building agents that run in production environments.

On LangHug.blog I write practical guides, deep technical dives, and research notes that help developers build better AI-powered systems.

14+ years in software engineeringFocus: agent engineering and AI-native programmingContributor 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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