Inspired by @karpathy, we built the LLMification engine. Static Math books → Dynamic LLM Data
Worked problems >SFT
Practice problems >RL environments
Infinite, verified variations
SymPy verification
Algebra to Olympic-level math
Micro-step process supervision
and much more ..
@karpathy Inspired by this post! I have this running now: PDF → Markdown → Infinite Generator → Code Execution Env. It's evolved into a full engine at this point. Sharing the code in the next few days.for math it's working fine, but physics is another story. Complexity increases 100x
Noeum-1-Nano is live
Competitive AI model trained on just 18B tokens (vs 2-12T standard)
- 20-667× more data-efficient
- Matches major lab nano models
- Built entirely from scratch
- Solo research from Vienna
Model: https://t.co/zhK5dHe9li
#AI#EfficientAI#SovereignAI