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Experiment Patterns

Use this structure for exploratory and experimental work:

  • Title and objective: state the question and the success criteria.
  • Setup and reproducibility: import only what you need, set a seed early, and keep configuration in one short cell.
  • Plan: list hypotheses, sweeps, and metrics before running code.
  • Minimal baseline: start with the smallest runnable example and confirm it runs end-to-end before adding complexity.
  • Results and notes: summarize findings in markdown near the relevant code and record key metrics in a small dictionary or table-like structure.
  • Next steps: decide whether to continue, pivot, or stop, and capture follow-up ideas as short bullets.