Talks & Appearances

I design AI systems that can survive scrutiny from security, legal, and regulators—not just demos. These are the topics I speak about in conferences, internal tech talks, and guest lectures.

I'm available for talks, guest lectures, and private briefings focused on Edge AI, deterministic safety, and patent-backed product strategy.

Core topics

Edge AI & Offline LLMs

How to design edge-deployed LLM systems that run fully offline, respect data boundaries, and still provide real value under network and hardware constraints.

Deterministic AI Safety

Why rule engines, telemetry, and risk scoring matter as much as model performance—and how to turn them into product features leaders can trust.

Patents as Product Strategy

Using patent-backed architectures (EdgeLLM V2, AI Risk Navigator, AutoRedact, LLM Code Safety Auditor, and others) to guide AI platform roadmaps.

Formats

Conference talks / meetups

30–45 minute talks with Q&A, focused on real-world deployments, safety patterns, and product lessons learned from scaling to tens of millions of devices.

Internal workshops / guest lectures

Hands-on sessions for product, engineering, and leadership teams on AI safety, rollout governance, and aligning patents, prototypes, and platform strategy.