Setlist Reasoning

Reasoning that DJs envy

The brain behind the setlist. A custom reasoning model that understands WHY track A should follow track B—key, BPM, energy, narrative flow.

LLM OrchestrationEvaluation & ExperimentationRetrieval-Augmented Generation

The Problem

Shuffle is chaos. Pre-made playlists ignore your crowd. Professional DJs spend years developing intuition for track ordering. That intuition is a reasoning process—and it can be learned.

The Magic

We built a custom reasoning model trained on the art of set construction. It understands harmonic mixing, energy arcs, crowd psychology, and the subtle magic of “this track just feels right after that one.”

The Tech

  • Fine-tuned LLM on DJ set theory
  • Camelot wheel + energy state encoding
  • Multi-objective optimization (key, BPM, vibe, narrative)