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Kazani

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Ralph Wiggum - a new meme among vibecoders Yes, that stupid character from The Simpsons. Only now it's a new name for an AI coding technique, and the story of its emergence It all started with Geoffrey Huntley: an Australian open-source developer who quit software and went to raise goats in rural Australia. https://ghuntley.com/ralph/ He was annoyed by the main bottleneck in working with Claude Code: humans. The AI makes mistakes, and you check them. It makes mistakes again, and you check them again. His solution is 5 lines in bash. A loop that forces the AI to work until the task is solved. Made a mistake? Get your own output back and try again (and again and again). LLM is like Ralph from the cartoon: it's stupid, makes mistakes, but stubbornly continues until it gets to the result. {Ralph is a Bash loop} — as Huntley himself said. The model is not protected from its own mess, it has to deal with it. If you push hard enough, it will come up with a solution to break out of the loop. By December 25, Anthropic officially added a plugin to CC, and on January 6, they quietly renamed it to ralph-loop {per legal guidance}; apparently, Disney didn't appreciate the joke. https://github.com/anthropics/claude-code/tree/main/plugins/ralph-wiggum In general, the hype about Ralph has gone: Someone even launched a meme coin $RALPH on Solana In X they write that this is the closest to AGI: https://x.com/i/status/2000725017617649728 ➡️ How it works: 1/ You give CC a task + a promise of completion (<promise>COMPLETE</promise>) 2/ Claude works and tries to exit when it thinks it's ready 3/ The hook blocks the exit, checks the promise 4/ If it's not fulfilled, it launches the same prompt again 5/ A self-referential system until the task is solved About security: you need the flag --dangerously-skip-permissions, it gives full control over the terminal. To not burn the budget on an impossible task, set --max-iterations (20-50) and it's better to run in isolated environments like cloud VMs (the AI might accidentally delete your files) Here's a video: https://m.youtube.com/watch?v=_IK18goX4X8 from a well-known developer and teacher, explaining why Ralph Wiggum is so effective
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