Executable notebook for testing earthquake-event concentration (Colab)colab.research.google.com1 ポイント·投稿者 hiroakiaizawa·2 か月前·1 コメント
Collapse is not random – run a minimal test in 30 seconds (Colab)colab.research.google.com3 ポイント·投稿者 hiroakiaizawa·2 か月前·2 コメント
hiroakiaizawa·2 か月前·議論Good reminder that raw tokens/sec numbers can be misleading without latency and context-window considerations.
hiroakiaizawa·2 か月前·議論Interesting approach. I like that the implementation focuses on scalability rather than only visualization.
hiroakiaizawa·2 か月前·議論The notebook is intentionally minimal.Not a prediction model or causal explanation — just a reproducible concentration check with fixed ex-ante definitions and minimal outputs.Runs in ~30 sec on Colab.
hiroakiaizawa·2 か月前·議論One thing I've started appreciating with LLM-assisted workflows is how important fixed evaluation protocols are.Without pre-defined definitions and locked procedures, it's extremely easy to mistake iterative adaptation for genuine signal.
hiroakiaizawa·2 か月前·議論Curious what domains people would try this on. Would love to see other datasets.
hiroakiaizawa·2 か月前·議論Tested on finance / power / earthquakes.Minimal version only. Happy to adapt to other datasets.