Articles & Writing
I publish long-form reflections on AI Product Management—bridging systems thinking, safety, and execution. Every piece is grounded in hands-on work across Edge AI, LLM Safety, and Privacy + Alignment.
Publishing cadence: Tuesdays and Thursdays · Long-form posts on LinkedIn and other platforms.
Published articles
Live on LinkedIn
What AI PMs Can Learn from Continuous Delivery
Connecting release engineering, risk governance, and AI product decisions—how years of triaging regressions and SLAs shaped how I design AI safety guardrails.
Draft / in progress
Designing Edge AI Systems That Fail Safely
A product and architecture view on EdgeLLM V2: why offline inference, self-forgetting memory, and deterministic rule engines matter for real-world AI deployments.