Product Counsel
Tech lawyer turned builder in Silicon Valley with an electronics engineering background. Built CounselScope — an open-source platform that turns scattered legal department knowledge into a queryable system with expiration tracking, so outdated guidance doesn’t get recycled into current work. Spent two decades as product counsel at Amazon Lab126, Facebook, and Instacart before founding Tucuxi to build domain-specific AI that trades breadth for native fluency. Publishes on geometric consensus, full-stack product counsel, and why most legal departments don’t have a knowledge problem — they have a forgetting problem.
AI-powered legal query optimization platform that builds institutional memory from uploaded documents, tracks knowledge expiration with a “Good Until Date” system, and generates precisely-scoped requests for outside counsel — cutting 30–50% of unnecessary spend by surfacing what the department already knows.
iOS app that validates legal citations on the go using the CourtListener API. Enter a citation, get the case name, opinion text, and a direct link to the full document — built in SwiftUI for the Legal Week conference.
Intelligent Q&A platform that routes questions to domain experts, then converts their answers into automation rules so the same question never needs a human twice. Compounds over time — the more experts answer, the more the system handles on its own.
ACC Docket
A foundational piece arguing that general counsel offices need an “AI steward” role to govern adoption, balancing transformative potential against data, bias, and security risks.
Medium
A manifesto on why the industry needs attorneys who can cover privacy, IP, regulatory, and transactions without triaging everything to specialists.
Medium
The design philosophy behind CounselScope — extracting atomic knowledge from documents instead of summaries, and tracking when that knowledge expires.
Global IP Exchange USA
Featured speaker on intellectual property and AI governance at the IQPC Global IP Exchange conference.
A single-threaded owner who can make judgment calls across privacy, IP, regulatory, and transactions under uncertainty — not someone who triages issues to five different specialists and calls it coverage.
The real issue isn’t generating analysis, it’s knowing what you already know and when it expires. CounselScope tracks the shelf life of legal knowledge so outdated conclusions don’t get recycled.