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