A 135M model achieves coherent output on a laptop CPU. Scaling is σ compensation, not intelligence.
SmolLM2 135M. Lenovo T14 CPU. No GPU. No RLHF. No BPE. Coherent, non-sycophantic, contextually appropriate output. First message. No prior context window. Same base model under standard pipeline: garbage. What changed: • BPE replaced with geometric has…