Agent uses an AI-built typography UI to perfectly solve LLM anagram failures

Future_Candidate2732 · reddit · 2026-09-21

LLMs cheat at character-level tasks like perfect anagrams due to tokenization. The author's recursive tool-use loop points the model at an open-source web typography suite that was itself 100% AI-generated: a raw-text control fails, a fresh chat instance of the same model maps the custom DOM inputs, mathematically isolates remaining characters and solves the anagram perfectly, then autonomously generates a contextual background image, computes X/Y overlay coordinates and exports an MP4. The author sees this as a glimpse of agentic workflows: custom interfaces built by AI to bypass the model's own blind spots. Fully open source.

Original post →

More from coding & agent

coding & agent channel →