
The Double-Click Test: The Requirement Every AI Agent That Pays Needs
A double-click created two donations in a system my team built. An AI agent paying over UPI can repeat that on every retry. The fix, and six spec questions.
Writing · Topic
5 essays tagged “AI Product”.

A double-click created two donations in a system my team built. An AI agent paying over UPI can repeat that on every retry. The fix, and six spec questions.

Why FitWardrobe runs its model on the phone even though the cloud version would be more accurate - a real trade-off table, not a manifesto.

Trust is a product surface, not a model property. Design notes from an AI-first CRM prototype: the four things I would add before asking a rep to rely on it.

Two small builds, two shapes: Mithivoices is a plain three-step chain, the AI-First CRM prototype is a LangGraph agent with five tools. What each shape was good for, and where the agent needed guard rails.

The one-paragraph difference between ML and agentic AI that most definitions get wrong - and why it matters for the products you are scoping right now.
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