thinking, in progress

Notes

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

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 data What a data-loss guardrail actually has to catch, and the cases that surprise you. project → soon From video to notes The architecture behind YT-Learn — turning hours of video into something you can actually study. project → soon Guardrails that don't get in the way Designing safety for generative apps without burying the product in friction. project →
get them the moment they land

No filler here — these exist when the builds do.

Or head home.