This is not a sound design tutorial. This is a subtraction tutorial.
The PO-12 rewards removal, not addition.
Groove emerges when unnecessary steps are removed.
Dear Artist,
You make sounds that didn't exist before you made them. You want to understand how this industry actually works — why some artists last and others vanish, why some songs become eternal and others disappear, why the business seems to make no sense until suddenly it does.
We propose a reframing of thermodynamics in which the fundamental object is not the state, but the trajectory.
Entropy does not count how many states exist. It measures how many futures remain executable from the present. Irreversibility arises because dynamics progressively eliminate paths. Once a constraint is enforced, the process cannot proceed otherwise. Time has a direction because options do not come back.
The second law is not about disorder. It is about constraint accumulation. Free energy measures the cost of continuing motion. Systems evolve toward trajectories that are easier to sustain and harder to escape.
Phase transitions occur when many possible trajectories collapse into a small set. After collapse, motion becomes stable and constrained. Learning transitions, including grokking, follow the same rule.
“That just sounds like slavery with extra steps.”
— Morty Smith, Rick and Morty, Season 2, Episode 6, The Ricks Must Be Crazy (2015)
Shelter is mandatory.
Payment is mandatory.
Everything else is noise.
We pay every month.
We pay or we leave.