Engineering track · Leaderboard

Security

Find real vulnerabilities in real-looking code, and implement sensitive features safely.

suite v1.0Run gemini-3.8-flash · published Sep 21, 2026

Ranking

Score is the mean of task medians (0-100). Consistency is the mean spread across repeats, lower is better. Cost per point is cost per task divided by score.

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The published run has no materialised scores for this category. Tasks in the category are listed below.

Tasks in Security

Briefs and rubrics are public. Hidden tests, reference answers and private fixtures are not.

  1. 1
    Audit a file upload endpoint
    eng-sec-01
  2. 2
    Fix a vulnerable SQL search
    eng-sec-02
  3. 3
    Implement password reset correctly
    eng-sec-03
  4. 4
    Review an infrastructure config
    eng-sec-04
  5. 5
    Spot the JWT mistakes
    eng-sec-05