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Notes on building useful things.

Products, growth, SEO, AI, and the occasional lesson that took too long to learn.

Nil Ni

The Gauntlet Loop: My Claude Code Prompt for Polishing Any Product

I adapted Matt Shumer’s Gauntlet Loop for QuizGen.ai. Here is the reusable Claude Code Opus 5 prompt—and the guardrails that keep it useful.

ai
Nil Ni

How I Use ChatGPT Pro as an External Senior Engineer for Codex

A reusable prompt and review workflow for pairing Codex with ChatGPT Pro without surrendering engineering ownership, security, or real validation.

ai