Writing

The why behind the code. Each piece lands with its build as I ship it.

In the pipeline

Coming with the builds

No filler here — these are the write-ups I'm actually working on, each tied to a real project.

Soon Cutting SOC alert noise 99.2%How soc-copilot turns a flood of alerts into a handful of real playbooks — and where the human stays in control. Project → Soon Stopping AI from leaking your dataWhat a data-loss guardrail actually has to catch, and the cases that surprise you. Project → Soon From video to notesThe architecture behind YT-Learn — turning hours of video into something you can actually study. Project → Soon Guardrails that don't get in the wayDesigning safety for generative apps without burying the product in friction. Project →

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