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Latest Articles

Recent thoughts and experiments.

Technical deep dives, practical implementations and lessons from real projects.

  • An editorial illustration representing the integration of an LLM into a Python agent, showing model-driven decisions connected to a controlled execution loop.
    Agentic Systems

    Integrating an LLM into an Agent Without Frameworks

    Extend a deterministic Python agent with LLM-driven decisions using the OpenAI API, structured outputs, state management, decision validation, and application-controlled execution.

  • An editorial illustration representing the construction of an agent execution loop in Python, with sequential investigation steps and explicit execution control.
    Agentic Systems

    Building an Agent Without Frameworks

    Build a deterministic execution loop in Python from scratch, exploring execution state, termination conditions, failure handling, and the foundations of AI agent control.

About

An engineer exploring the intersection of software, AI and mathematics.

I'm a Senior Software Engineer with a strong interest in Artificial Intelligence, Computer Vision and the mathematics behind these technologies. Here I share technical insights, experiments and lessons from real projects.

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Engineering Playbook

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