
GenAI Product Safety Systems
Software Engineering, Safety by Design, Trust & SafetyVercel Inc, 2022 - 2025
I help fast-moving companies ship ambitious products without stepping on landmines. At speed, leaders often know something feels risky — but they don’t know what matters, what doesn’t, or what to do next. I step in at the director level to turn uncertainty into safety features, technical systems, playbooks, and policy—quickly, directly, and durably.

Projects spanning trust & safety, AI safety, policy, software, hardware, safety by design, and rapid prototyping

Vercel Inc, 2022 - 2025

Vercel Inc, 2025

Twitter Inc, 2011 - 2014

Otto LLC, 2017
UGC & GenAI content, social, mobile, video, NSFW, CSAM, evals, SaSS, platform infrastructure, APIs, SDKs, bots, legal requests, DMCA & Trademark, CSAM, EU Digital Services Act, transparency reporting, UK Online Safety Act, physical T&S, content & conduct policy, ToS / Acceptable Use, flagging, reporting, operations, metrics, ML labelling & detection systems, IoT, AR/VR/XR, wearables...
Rapid product review and design/development of safety features and systems. Early risk identification, default-safe choices, structural constraints, defense in depth, continuous feedback loops
Build T&S processes, policies, playbooks, tools, teams, systems, muscle
End-to-end systems engineering, tooling, and integrations for Trust systems
Create rules, policies, and playbooks to govern new products and servicess

Trust & Safety DRI