Strategic Leadership Impact

Product vision, executive alignment, and business outcomes from Google, Meta, Microsoft, and Amazon acquisition

$0M+
Product Portfolio Value
0+
Products & Teams Led
0B+
Users Impacted
0+
PMs Hired & Mentored

Key Leadership Outcomes

Strategic Leadership

  • Defined vision adopted by Google SVP, Meta VP, Azure VP
  • Aligned 8+ VPs on platform strategy—secured $300M+ investment
  • Led Amazon acquisition as Director of Product

Business & Revenue

  • $500M+ portfolio value across platforms
  • Built $100M+ ARR business through enterprise GTM
  • Grew products 0→750M users at 75% DAU adoption

Organization Building

  • Built product org 1→12 PMs with career frameworks
  • Hired and mentored 25+ PMs—8 promoted to Senior/Staff/Director
  • Led teams of 60+ engineers across 4 time zones

Strategic Product Leadership

I lead AI product strategy at companies serving billions globally. At Google, Meta, Microsoft, and through Amazon acquisition, I've defined product vision, aligned executives, built PM teams, and delivered $500M+ in business value. I also create large-scale light installations.

What I'm Doing Now

Current projects, learning, and areas of focus

Active

Building r3 Memory System

Shipping an open-source memory layer for LLMs. Currently testing with real agent workflows to improve retrieval accuracy.

Active

ML Infrastructure at Google

Building deployment tooling that helps 30+ teams ship models faster. Focus on reducing friction and improving reliability.

Learning

Learning AI Agent Architectures

Studying what makes agents reliable in production. Reading research on memory systems, planning, and error recovery.

Planning

Experimenting with MCP Extensions

Testing new MCP protocol patterns for tool composition. Exploring how to make AI tools more composable and reliable.

Last updated: November 2025

Tech Stack

Technologies I work with to build scalable, performant applications

Languages

TypeScript95%
Python90%
JavaScript95%
Go75%

Frameworks

React95%
Next.js90%
Node.js85%
FastAPI80%

Tools & Databases

Redis85%
PostgreSQL80%
Docker85%
Git90%

Cloud & Infrastructure

GCP85%
Vercel90%
AWS75%

Journey

My path through technology, product, and building things

2024 - Present

Product Manager

Google

Leading ML infrastructure and tooling initiatives for production systems

  • Built scalable ML infrastructure serving millions of requests
  • Led cross-functional teams on AI/ML product development
  • Shipped features improving developer productivity by 40%
2025

r3 Memory System

Open Source

Built open-source memory layer for LLMs with MCP protocol support

  • Fast response times with Redis backend
  • Full MCP protocol integration
  • Active community adoption
2023

Previous Experience

Tech Industry

Product management and engineering roles in AI/ML space

  • Led product strategy for AI-powered features
  • Managed engineering teams building scalable systems
  • Drove adoption of ML best practices
Earlier

Education & Foundation

University

Built foundation in computer science and software engineering

  • Strong foundation in algorithms and systems
  • Focus on AI/ML and distributed systems
  • Multiple internships at top tech companies

Want to build something together?

I'm always interested in new challenges and collaborations.