Here's where vibe coding excels: building a CLI tool for log analysis in hours. The scope was narrow: parse logs, filter by criteria, output CSV.
AI worked well because:
- Clear input/output specification
- No UI complexity
- Well-defined problem domain
- Easy to test (logs in, CSV out)
Narrow, well-specified tools are ideal for vibe coding. Ambiguity is where AI struggles.