Elephant/Goldfish Pattern for Claude, Codex and Gemini (github.com)

A new reusable workflow for software development was introduced for Claude Code, leveraging the elephant/goldfish pattern outlined by Daniel Rensin. This workflow allows developers to streamline their coding process by integrating command templates that facilitate brainstorming, bug fixing, and feature implementation within Claude Code sessions. By using the GitHub API to fetch and customize templates directly into a target repository, this method eliminates the need for a working copy, promoting a cleaner setup. This innovation is significant for the AI/ML community as it enhances the collaboration between human developers and AI agents, positioning AI-generated documentation as a primary artifact in coding practices. The framework allows for a clear distinction between an “elephant,” which represents the user’s ongoing thought process, and a “goldfish,” a context-free sub-agent that validates decisions and design documents. This separation can lead to more accurate and reliable outputs, ultimately encouraging a more efficient workflow where AI contributes significantly in scenarios where the volume of generated code exceeds human review capacity. Additionally, it helps improve code quality through independent review and pre-commit checks tailored to specific technology stacks.