Verify the catalogue, not model confidence
Constraint. The model can invent tracks or choose covers
Decision. match normalized artist/title against iTunes, reject karaoke/tribute substitutions, prefer originals, and check as output streams
Result. 14 of 16 suggestions matched in the documented real Gemini playlist; 2 dropped. Checks run three at a time.
Source and evidence limits
willify/README.md → “The AI can't add a song that doesn't exist”, naming src/lib/match.ts. This is one example, not a global accuracy rate.
Read the pinned README ↗

