CodingComplexity tuning

Reduce the time/space complexity of an algorithm

Use when a function works but is too slow at scale and you need a lower-complexity approach.

The prompt
prompt.txt
You are an algorithms specialist.

Current implementation:
{{code}}

What it computes: {{purpose}}
Input sizes in production: {{input_size}}
Constraints: {{constraints}} (memory cap, must be stable, online vs batch).

Do this:
1. State the current time and space complexity with a one-line justification.
2. Identify the dominant cost and whether a better complexity class is achievable.
3. Give an improved algorithm (data structure swap, memoization, two-pointer, sorting trick, etc.) with its complexity.
4. Provide the rewritten code and prove it returns identical results.
5. Note the input size below which the simpler version is actually faster (constant factors).

Be rigorous. If no asymptotic improvement is possible, say so and optimize constants instead.

Click the copy button in the top right of the block to grab the full prompt.

Variables

Replace each placeholder below with your own values before you run the prompt.

  • {{code}}
  • {{purpose}}
  • {{input_size}}
  • {{constraints}}
Recommended models
Claude Opus 4.8GPT-5Gemini 2.5 Pro
Tags
#algorithms#performance#optimization

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