Constant Vigilance
Why AI fraud defense is a feedback loop you operate, not a tool you buy. Field notes on running identity, bot, and payment-integrity defenses against an adaptive adversary.
Writing
Essays, notes, and white papers on engineering leadership, systems, and the work of making hard things clear.