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The studies, as music.

Each study is a track, built from its own results. Put any two on the decks and mix them.

The sound is made in your browser as it plays; nothing is streamed. Headphones help: RealityBridge puts the simulator on the left and the real service on the right.

Deck A

UK garage · 132 BPM

A simulator says it worked. Would the real service agree?

Sixteen plucks a bar
The 16 new evaluation cases, one per step: the simulator on the left, pinned Gitea on the right.
The clash on steps 4 and 9
E04 and E09, where the two responses diverged.
Step 6: the notes agree, the bass slides away
E06. Both sides reported success, but the state underneath differed.
Read the study

Deck B

House · 124 BPM

When is expensive interpretability worth its cost?

Eight notes a bar
One per task: attribution minus the strongest cheap baseline (Gemma-2-2B, layer 7). Higher means attribution won by more.
Seven notes near the root, one leap
The seven single-token tasks show no meaningful advantage. IOI, the distributed circuit, leaps.
Read the study

How a study becomes a track

  • A finding gets a melody. A study with no result yet gets drums and bass only.
  • Every melodic sound stands for a number or an event in the study. The key under each deck says which.
  • Each research theme has its own groove: state and continuity is UK garage, evaluation validity is house, learning and control is afro house, and judgment and policy is deep house.
  • The tempo follows whichever deck is louder, and a new study comes in on the next bar.
  • AI agents reading the site play the percussion as they arrive. Visits are counted by agent and page only; nothing about people is recorded.