Ralph for Beginners (blog.engora.com) AI

The Engora Data Blog post explains how “Ralph” automates code generation by breaking a project into small, testable requirements from a product requirements document, regenerating code until each requirement’s acceptance criteria passes. It walks through setup (installing a codegen CLI, obtaining an LLM “skills” file, using git), converting a Markdown PRD into a JSON requirement list, and running a loop script that applies changes to the codebase and records pass/fail status without human intervention. The author cautions that results depend heavily on how thorough the up-front PRD is and notes that API costs and some rough setup/reporting still make experimentation nontrivial.