AgentSkillsCN

analyze-results

详细分析基准测试结果。

SKILL.md
--- frontmatter
name: analyze-results
description: Analyze benchmark results in detail
user-invocable: true
allowed-tools: Bash, Read, Glob

Analyze Results

Perform a detailed analysis of the latest benchmark results in outputs/.

Steps

  1. Read outputs/benchmark.csv
  2. Analyze from the following perspectives:
    • Accuracy comparison: L2/L-infinity error per solver per alpha
    • Speed comparison: Wall-clock time comparison
    • Feature analysis: Physical meaning of max_abs_gradient, energy_content, etc.
    • Nonlinearity effects: How accuracy changes as alpha increases
    • Trade-offs: Pareto front of accuracy vs speed
  3. Provide improvement recommendations:
    • Recommended grid resolution
    • Optimal solver for each alpha value
    • Parameter tuning suggestions for better accuracy
  4. Summarize findings clearly