A two-hour workshop that turns fragmented threat feeds into an analyst-ready, agent-assisted investigation workflow.
- cybersecurity
- databricks
- agents
- threat-intelligence
AI systems, field notes, and workshop material.
Essays · notes · workshops
Technical essays, short research notes, and workshop material on building and evaluating AI systems.
10 entries
A two-hour workshop that turns fragmented threat feeds into an analyst-ready, agent-assisted investigation workflow.
A visual, systems-level breakdown of Gemma 4 architecture choices and what they suggest about open model design.
Why enterprises need a control layer above individual coding and agent runtimes.
A small trajectory rule that caught a large class of polished agent failures.
A practical map of what changes when an agent leaves the notebook and starts serving real users.
A research note on reducing vector storage after embeddings are generated.
A framework comparison built around one refund assistant, repeated runs, and the costs hidden by a single successful demo.
What prompt-driven application development gets right, where it breaks, and the engineering checks that still matter.
Workshop notes for moving from request-response agents to observable, event-driven systems.
A practical walkthrough of an LLM-based synthetic data generator with learning, creation, and validation stages.
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