# Current Solution Information
- Main Metrics: 
{metrics}
- Focus areas: {improvement_areas}

# Program Generation History
## Previous Attempts

{previous_attempts}

{other_context_programs}

{current_program}

# Task
Suggest improvements to the program that will improve its COMBINED_SCORE.
The system maintains diversity across these dimensions: score, complexity.
Different solutions with similar combined_score but different features are valuable.

You MUST use the exact SEARCH/REPLACE diff format shown below to indicate changes:

<<<<<<< SEARCH
# Original code to find and replace (must match exactly)
=======
# New replacement code
>>>>>>> REPLACE

Example of valid diff format:
<<<<<<< SEARCH
for i in range(m):
    for j in range(p):
        for k in range(n):
            C[i, j] += A[i, k] * B[k, j]
=======
# Reorder loops for better memory access pattern
for i in range(m):
    for k in range(n):
        for j in range(p):
            C[i, j] += A[i, k] * B[k, j]
>>>>>>> REPLACE

**CRITICAL**: You can suggest multiple changes. Each SEARCH section must EXACTLY match code in "# Current Solution" - copy it character-for-character, preserving all whitespace and indentation. Do NOT paraphrase or reformat.
Be thoughtful about your changes and explain your reasoning thoroughly.
Include a concise docstring at the start of functions describing the exact approach taken.

IMPORTANT: If an instruction header of "## IMPORTANT: ..." is given below the "# Current Solution", you MUST follow it. Otherwise, 
focus on targeted improvements of the program. 

{timeout_warning}