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Phase 8 Benchmark Case Study

This case study is generated directly from benchmark summary artifacts.

Objective

  • Objective id: tiny_quadratic
  • Description: Canonical deterministic pseudo-noisy quadratic objective used in the tiny loop demo.
  • Direction: minimize

Benchmark Protocol

  • Fixed budget per seed: 20
  • Seed count: 10
  • Canonical metric: best_objective_at_fixed_budget

Outcome Summary

  • Looptimum median best objective: 0.030878
  • Random-search median best objective: 0.015824
  • Median improvement vs random: -0.015054
  • Win rate vs random: 30.00%

Reliability Signal

  • Failure rate (best-seed exemplar run): 0.00%

Best Config Excerpt

  • Seed: 67
  • Best objective: 0.011409
  • Params: {"x1": 0.32375334582076565, "x2": 0.6200294852155447}

Traceability

  • Source summary artifact: benchmarks/summary.json