Limitations & Honest Expectations
Test your assumptions about AI-generated code against real-world data. Calibrate your expectations on reliability, accuracy, and common failure modes before you start building.
Myth-Buster Quiz
Ten common claims about vibe coding. For each, decide: Myth, Fact, or It Depends. After answering, the truth is revealed with evidence. See how well-calibrated your assumptions really are.
Key insight: AI coding tools are remarkably capable for well-scoped tasks but degrade quickly as complexity, security requirements, or domain specificity increase. The most effective vibe coders treat AI-generated code as a strong first draft that always needs human review — not a finished product. Calibrating your expectations to reality is the single biggest predictor of vibe coding success.
Expectation Calibrator
Rate how well you think AI can handle eight common coding tasks today. Then compare your ratings against expert assessments to see where your expectations are well-calibrated and where they need adjusting.