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A 49.3M-parameter Transformer trained from scratch on a Colab T4. No pretrained weights or fine-tuning. 8000 steps, under the 50M cap.
A free Socratic tutor for teens who cannot afford a private teacher. One idea, one example, one checkpoint — then it waits. It will not take a graded school test for you.
Farmers list what will rot if it sits. Kitchens claim it before the compost pile does.
The student housing lease, marked up before you sign.
Multi-step LLM workflow that extracts claims, retrieves evidence, and verifies them with citations—beating one-shot fact-check prompts for student writing.
