I build enterprise platforms, AI-enabled workflows, and governance systems for regulated and high-stakes environments. My work sits at the intersection of product strategy, architecture, UX, and operational trust, helping teams turn ambiguous problems into usable systems that scale. I care about making complex technology clear, practical, and safe enough to deploy where reliability and accountability matter.
State AI governance needs an operating model, not another set of principles. Policy in the workflow, tiered review, vendor evidence, and what Civic Charter taught me about making governance usable.LinkedIn
G8TED adopted by 8 teams as a reference model for autonomy governance.G8TED
ATT&CK and NIST CSF are useful. They still leave SOCs without the decision layer. Why SOCs need a control plane for actions (typed actions, modes, proof) and where G8TED fits.LinkedIn
Framework updates, where G8TED fits in the AI security stack, and OWASP + action governance for SOC agents.Blog
Offline First Was Not a Nice-to-Have. It Was the Product Constraint. The device may be lost at any time; chunk-0-first upload, resilient retries, fMP4; design for the failure mode that matters.Post
Why We Built the Evidence Engine in Native Code. Camera, recording, encryption, and fMP4 in Swift and Kotlin; Flutter as the shell, not the engine; why the hot path had to stay native.Post
Designing a Zero-Knowledge Evidence Pipeline. How we built a secure evidence system where the backend cannot decrypt stored evidence or persist plaintext contact lists; two zero-knowledge boundaries by architecture.Post
The Backend Should Not Be the Risk Surface. One Worker, ciphertext-only R2, KV/D1 discipline, Durable Objects; Anchor’s vault backend so the server never holds the sensitive truth.Post
Privacy by Design Only Matters When It Survives Contact With Production. Logs as export surface, neutral notification copy, storage discipline, PII-safe debugging; Anchor’s privacy model in practice.Post
Launched and built G8TED: open framework for governed SOC and agentic autonomy (typed actions, policy gating, proof). Visit g8ted.org to learn more.Website
Launched Anchor: free, offline-first app to securely document incidents and alert trusted contacts; zero-knowledge encryption, rights scripts, no account required.Website
