About

This is where I post essays, notes, and sketches on how systems shape us.

I care about how systems and AI work, but more than that, how it feels to live in a world full of automated decisions, feedback loops, and hidden incentives.

Expect writing on machine learning, game theory, attention, culture, and whatever else I'm trying to figure out.

What I'm Exploring

Product Management

Use Case Design
Roadmap Execution
Experiment-Driven Delivery
Stakeholder Diplomacy

Applied Analytics

Predictive Modeling
Data Preperation
Fairness & Explainability
Optimizations
Model Monitoring
Recommendation Systems

AI and Agents

Embedded AI
Multi-Agent systems
Guardrails design and testing
Chat interfaces
Memory and context systems

Web Tooling

MERN Stack
Payments Systems
React + Vercel Stack
Vibe Coding Responsibly
Shopify App Dev

Systems Thinking

Systems-Level Abstraction
Research Synthesis
Writing for Insight
Pattern Mapping

Side Quests

Advisory Work
Productivity Tools
Personal Automations
Vibe Coding Responsibly

Let's Connect

Always interested in connecting with people who think deeply about systems, AI, and human behavior

Collaboration

Let's Build Something

Working on AI products, systems design, or anything at the intersection of human behavior and technology?

Advisory

Strategic Guidance

Need help thinking through product strategy, AI implementation, or organizational change?

Learning

Share Ideas

Found something interesting in my writing? Have a systems thinking puzzle? Just want to chat?

The best way to reach me is through LinkedIn or by shooting me an email.

I try to respond to all thoughtful messages, though it might take me a few days during busy periods.

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