ABOUT / OPERATING PERSPECTIVE
From enterprise systems to AI-native operating systems.
I bring 16+ years of experience across enterprise software, cloud, and digital transformation, with a career shaped by building businesses from 0→1. Today, I focus on AI-native products, agent commercialization, and global GTM.
INDEPENDENT PRACTICE
I also build SignalOS, Kairos, and CollaborationOS—exploring Harness Engineering, multi-agent collaboration, and agent business models built around subscriptions, credits, and token economics.
CURRENT FOCUS
- Harness Engineering
- Loop Engineering
- Multi-Agent Collaboration
- Agent Subscription, Credits & Token Economics
AI-NATIVE TRANSFORMATION ADVISOR
I help companies become AI-native — not simply by deploying tools or adding AI features, but by redesigning strategy, organizational capabilities, operating models, workflows, and decision-making around human-AI collaboration.
OUTSIDE WORK
Golf and scuba diving. Golf is an important part of my business conversations and a long-term practice in focus and judgment.
OPEN A CONVERSATION
Build something worth testing.
For AI-native products, global GTM, or independent projects, choose a channel below.