AI Tutorials, Workflows & Field Notes
Practical guides on prompt engineering, AI workflows, and the tools that actually ship work — written for students, developers, creators, and operators.
Developers posts
Debug Like a Detective: Using AI to Generate Repro Steps, Test Cases, and Root-Cause Theories
Most debugging time is spent on two things, reproducing the bug reliably and narrowing the search space, and this guide shows a detective style workflow where AI helps you produce clearer repro steps, tighter minimal failing examples, stronger test cases, and more realistic root cause hypotheses without filling your codebase with guesswork.
From Idea to Deployed App in a Weekend with AI Pair-Programming
If you are a developer who can build but struggles to ship quickly, the missing piece is usually not talent, it is a tight weekend plan that turns decisions into commits without scope creep. This guide shows how to use AI pair programming to go from idea to a deployed app in a weekend, with a practical build sequence, guardrails, and copy paste prompts that keep you moving.