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The idea that powers today’s frontier models is a routing idea — and routing was never going to stay inside the model.
On Mars, no one can catch an agent’s mistakes for it. Building there forces the one discipline every autonomous system actually needs — and most still lack.
Hugging Face Pipelines Tutorial: Build Text, Vision, and Classification Prototypes in Python
02 Jun 2026
Run pretrained models in one line, then grow the idea into a real prototype.
Train, evaluate, save, and reuse your own DistilBERT text classifier in Python.
Fine-tune an instruction-following Llama 3 model on a single Colab GPU with LoRA.