Ralph Wiggum loop
In plain wordsA blunt way of using AI coding assistants: feed the same instructions to the AI again and again in an endless loop until the software gets built.
A technique for agentic codingagentic coding, n.: Writing software by directing AI agents that plan, edit and test code themselves, with the human acting more as a reviewer and manager than as the person typing every line. in which the same prompt file is fed to a coding agentcoding agent, n.: An AI agent that writes and fixes software by itself: it reads a codebase, edits files, runs commands and tests, and keeps working until a feature is built or a bug is fixed. repeatedly in an unattended loop (at its most minimal, one shell command that keeps piping the prompt to the agent) so that each iteration starts with a fresh context windowcontext window, n.: How much an AI model can read and keep in view at once: the instructions, the conversation so far and any attached documents. Text that does not fit has to be cut, summarized or left out., completes one item from a plan and records progress in files that the next iteration reads. Tests, type checkers and static analyzers act as 'back pressure' that rejects bad output, and expensive work such as summarizing test results is delegated to subagentssubagent, n.: A helper AI agent that a main agent starts to handle one piece of a job; it works in its own separate workspace and reports back a short summary when it is done.. Its proponent presented it as deliberately naive but effective for greenfield projects — citing work worth a sizable contract completed for a few hundred dollars of model usage — while warning against using it on existing codebases.
I left a Ralph Wiggum loop running on the parser overnight; by morning it had passed 900 of 1,000 tests.
Origin
Described by the developer Geoffrey Huntley in a blog post dated 14 July 2025, and named after Ralph Wiggum, the cheerfully clueless child in The Simpsons. It went viral among developers around the turn of 2026 and was packaged as plug-ins for popular coding agents.
Related
- agentic codingagentic coding, n.: Writing software by directing AI agents that plan, edit and test code themselves, with the human acting more as a reviewer and manager than as the person typing every line.
- coding agentcoding agent, n.: An AI agent that writes and fixes software by itself: it reads a codebase, edits files, runs commands and tests, and keeps working until a feature is built or a bug is fixed.
- agent loopagent loop, n.: The repeating cycle at the heart of an AI agent: the model decides what to do next, software carries it out, the result is shown to the model, and the cycle repeats until the task is finished.
- YOLO modeYOLO mode, n.: Slang for letting an AI coding agent run any command without asking you first — fast and convenient, but risky, since nothing stops a harmful action.
- dark factorydark factory, n.: A way of building software in which AI agents write, test and ship all the code and no human writes or reads it, like a factory run with the lights off.
- stop conditionstop condition, n.: The rule that tells an AI agent when to stop working — because the task is done, a time or cost limit has been reached, or something has gone wrong.
- vibe codingvibe coding, n.: Programming by conversation: you ask an AI for what you want, try out what it produces and ask again until it works, trusting the code without really reading it.
Sources
- Huntley, G. (2025). Ralph Wiggum as a "software engineer". ghuntley.com, 14 July 2025. ghuntley.com/ralph
Mentioned in
vibe engineeringvibe engineering, n.: Building serious software with AI coding assistants while still taking full responsibility for its quality — the careful, professional opposite of vibe coding.