Articles
All the thinking and opinions are based on my daily work with AI and products I build with AI.
Anthropic's Founders Playbook Explains Why Great AI Products Fail to Find Users
How Anthropic's playbook explains why AI products still fail without real demand, clear scope, and strong product judgment.
Two Opinions on Building AI-Native Organizations
How to build an AI-native organization by improving information allocation, insight accumulation, and decision context across teams.
How an AI Product Manager Can Use AI to Run High-Quality User Research
How AI product managers can run user research with AI tools, from planning and recruitment to interviews, synthesis, and reporting.
AI Product Manager's Responsibilities Are Completely Changed in the AI Era
How AI product managers use vibe coding to build demos, test backend paths, validate users, and rethink product responsibility.
Reflections on Technical Architecture Analysis for AI Products
How to choose AI product architecture across workflow, agent, and skill patterns, using real demo work and product tradeoffs.
The Evolution of AI Presentation Product Technical Architecture
How AI presentation architecture evolved from prompt generation to agentic workflows, multimodal models, and end-to-end execution.
AI Product Thinking — How Lovart Redefines AI Image Products Through User Tasks in a Niche Market
How Lovart uses AI agent task routing for image products, with user-task analysis, MCoT architecture, and replication notes.