Principal Product Manager
Bridging innovation and business value. I build real tools, understand infrastructure, and ship code. 13+ years turning complex problems into products that work.
Thoughts on product, engineering, and AI
I handed two blogs entirely to AI: every article, image, and SEO tag. Here's what months of automated publishing revealed about AI's real limits.
How multi-agent AI systems evolved from chat-room coordination to structured councils with ticket-gates that enforce quality standards.
AI model rankings change monthly. Stop chasing benchmarks. Learn to ask AI itself which model fits your task and why that skill outlasts any current ranking.
Real tools I've designed and built
A production-grade MCP server for Actual Budget with 62 tools, enabling AI assistants to manage budgets, transactions, accounts, and financial reports through natural language.
62 tools | Production-ready | Docker
Remote AI CLI control via Telegram and Slack with multi-agent orchestration. Control AI coding agents from your phone while they work on your infrastructure.
Multi-agent | Remote control | Real-time
Distributed VPN monitoring system with DNS leak detection, multi-node health checks, and real-time alerting. Ensures your VPN infrastructure stays secure.
DNS leak detection | Distributed monitoring