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5 publications
  1. Inside the Fackel harness: parallel agent lanes in a terminal

    How Fackel's interactive harness renders parallel pentest agents in separate lanes, handles inline approvals without freezing, and survives Ctrl-C — the design choices behind the terminal.

  2. Fackel: an autonomous pentest framework powered by ReAct agents

    Fackel: a multi-agent pentest framework where LLMs decide strategy. Architecture walkthrough, design decisions, and lessons learned.

  3. Security Implications of Probabilistic Reasoning in Generative AI

    A rigorous analysis of how probabilistic reasoning in generative models shapes security risk, failure modes, and robustness.

  4. Amazon Bedrock: foundations, systems, and scaling

    A highly technical article on Amazon Bedrock with mathematical foundations and numerical examples.

  5. What SICP Really Teaches About Abstraction—and Why It Still Matters

    Argues that SICP’s core lesson is the disciplined separation of meaning from mechanism, a prerequisite for reliable and scalable system design.