Executable notebook for testing earthquake-event concentration (Colab)colab.research.google.com1 points·by hiroakiaizawa·2 ay önce·1 comments
Collapse is not random – run a minimal test in 30 seconds (Colab)colab.research.google.com3 points·by hiroakiaizawa·2 ay önce·2 comments
hiroakiaizawa·2 ay önce·discussGood reminder that raw tokens/sec numbers can be misleading without latency and context-window considerations.
hiroakiaizawa·2 ay önce·discussInteresting approach. I like that the implementation focuses on scalability rather than only visualization.
hiroakiaizawa·2 ay önce·discussThe 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 ay önce·discussOne 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 ay önce·discussCurious what domains people would try this on. Would love to see other datasets.
hiroakiaizawa·2 ay önce·discussTested on finance / power / earthquakes.Minimal version only. Happy to adapt to other datasets.
hiroakiaizawa·2 ay önce·discussInteresting. What are the main trade-offs they expect from the switch?