Insights
Thoughts on AI efficiency, teaching, and OPC startups
OPC · Positioning
Traffic or Product First? It's a Trap Question
Picking either one almost guarantees failure. The real first step: define who your target user truly is.
Efficiency · AI
AI Efficiency Leap: 1.0 to 4.0
From manual labor to raising an AI assistant. Each stage determines whether you survive the cost-cutting era.
AI · Awareness
Agent Is Not a Silver Bullet
Too many teams jump into Agent frameworks without defining the problem. Without a clear process, an Agent is just an expensive toy.
AI · Training
Choosing AI Training? Avoid These 3 Pitfalls
Most training sells anxiety, not capability. Read these 3 pitfalls before you decide.