Education●Mid
I Built an LLM Harness for Language Learning
Yet another AI language tutor when Duolingo Max and TalkPal already exist.
Ship It
MO-379
201mo ago

Another AI language tutor with a progress heatmap and structured levels.
Language learners, students
Duolingo Max · Talkpal · Lingoci
Yet another AI language tutor when Duolingo Max and TalkPal already exist.
Two-pass simplify-then-translate pipeline beats single-pass by 15–25% on vocabulary.
Phone sensors create memory anchors instead of flashcards for language learning.
Non-deterministic compilation via LLM — every natural language programming attempt has failed for decades.
Wordle for language learning, but Duolingo already does this with better gamification.
Implement transformers and LLMs from raw math in Python, Rust, TypeScript, and Julia.