speccoding.hashnode.devBuild AI Products in Public: My Complete 2025 PlaybooksTL;DR Ship faster with spec-first prompts, vibecoding patterns, and automation scripts. Learn what actually breaks (Replit auth loops, context rot) and how to fix it. Get runnable snippets and decision frameworks. 🤗 Hi, I’m Karo. I’m an AI PM ...Sep 30, 2025·4 min read
speccoding.hashnode.devSelf-Evaluating Prompt System for DevelopersTL;DR: This self-evaluating prompt system uses a 35-criteria rubric and a 2-step Builder → Evaluator loop to deliver higher accuracy and fewer rewrites. This setup is tool-agnostic and tested across writing, research, product specs and spec-driven de...Sep 29, 2025·1 min read
