optimization

From Claude with some prompting

  1. “Just look (the average of usage)”:
    • This stage shows a simplistic view of usage based on rough averages.
    • The supply (green arrow) is generously provided based on this average usage.
    • Actual fluctuations in usage are not considered at this point.
  2. “More Details of Usages”:
    • Upon closer inspection, continuous variations in actual usage are discovered.
    • The red dotted circle highlights these subtle fluctuations.
    • At this stage, variability is recognized but not yet addressed.
  3. “Optimization”:
    • After recognizing the variability, optimization is attempted based on peak usage.
    • The dashed green arrow indicates the supply level set to meet maximum usage.
    • Light green arrows show excess supply when actual usage is lower.
  4. “Changes of usage”:
    • Over time, usage variability increases significantly.
    • The red dotted circle emphasizes this increased volatility.
  5. “Unefficient”:
    • This demonstrates how maintaining a constant supply based on peak usage becomes inefficient when faced with high variability.
    • The orange shaded area visualizes the large gap between actual usage and supply, indicating the degree of inefficiency.
  6. “Optimization”:
    • Finally, optimization is achieved through flexible supply that adapts to actual usage patterns.
    • The green line closely matching the orange line (usage) shows supply being adjusted in real-time to match usage.
    • This approach minimizes oversupply and efficiently responds to fluctuating demand.

This series illustrates the progression from a simplistic average-based view, through recognition of detailed usage patterns, to peak-based optimization, and finally to flexible supply optimization that matches real-time demand. It demonstrates the evolution towards a more efficient and responsive resource management approach.