Race setup
Configure the incident, competition, assistance, and simulation limits.
Reduced motion
Sound feedback
Hide progress
Limit retraining
Live debugging race
Repair pipeline stages before the timer or rival debuggers finish.
Time left02:30
Score0
Bugs fixed0 / 4
Attempts0
Model health42%
Race position1st
Model—
Primary symptom—
Impact—
Retrains left3
Interactive pipeline laboratory
Select an issue, then drag or click a diagnostic tool onto the suspected stage.
Diagnostic tools
Debugging workspace
Inspect evidence, compare symptoms, and identify the underlying root causes.
Open issues
Hint console
Hints appear here after selecting an issue.
Evidence inspectors
Switch between data, source code, training logs, and evaluation evidence.
Model diagnostics
Plotly charts update after every diagnosis, repair, and retraining attempt.
Race report
Review repairs, mistakes, metric gains, efficiency, and recommended practice.
Correct fixes0
Incorrect fixes0
Accuracy0%
Performance gain0%
Leaderboard
Top results use the shared PHP score file when server permissions allow.