[P] Run Karpathy's Autoresearch for $0.44 instead of $24 — Open-source parallel evolution pipeline on SageMaker Spot

I tried building a memory-first AI… and ended up discovering smaller models can beat larger ones

Dataset Model Acc F1 Δ vs Log Δ vs Static Avg Params Peak Params Steps Infer ms Size Banking77-20 Logistic TF-IDF 92.37% 0.9230 +0.00pp +...

[D] Howcome Muon is only being used for Transformers?

Muon has quickly been adopted in LLM training, yet we don't see it being talked about in other contexts. Searches for Muon on ConvNets tu...

Improving AI models’ ability to explain their predictions

[R] Are there ML approaches for prioritizing and routing “important” signals across complex systems?

I’ve been reading more about attention mechanisms in transformers and how they effectively learn to weight and prioritize relevant inputs...