A practical lab · about 19 minutes
Interactive learning lab
Build with AI · guide 3 of 9
The AI-code bug gauntlet
0/4 core signals
Saved only on this device
Review lab · BriefingScene 1 / 5
Generated code optimises for plausibility
Inspect imports, boundaries, security and version assumptions.
Generated code optimises for plausibility ready.
Predict
Inspect
Verify
AI-generated code often looks locally coherent while depending on a nonexistent API, forgetting an empty state, moving trust into the client or copying an outdated pattern. Review becomes easier when each risk maps to an executable check.
Open every unfamiliar API.
Test empty and malformed inputs.
Keep authority on the server.