← Research

The Map

Coupling appears across every domain we’ve measured. K is the thread.
JIM’S OVERSIMPLIFICATION

Every page on this site is the same idea measured at a different scale. The map shows the connections. K is the thread. Pull it and everything comes with it.

K IN THIS DOMAIN

K here is everything. Every domain on this site is the same shape measured at a different scale. The map IS the coupling.

Every page on this site is the same idea measured at a different scale. Atoms, proteins, cells, organs, bodies, markets, ecosystems, planets. Pull the thread and everything comes with it.

The map has 8 levels. From fundamental constants at the bottom to the whole body at the top. 27 findings proved. 11 killed. The kills are just as important as the proofs — they’re how you know the surviving findings are real.

Level 1 (Amino Acids): 20 coupling signatures. Every amino acid pair has a measured coupling strength. Salt bridges strongest. Same-charge pairs = zero.

Level 2 (Proteins): Folds predicted at 1.5% error. 66,000 folds per second. Mutations scored at 84% accuracy with zero training data.

Level 5 (Organs): 16 organ-to-organ coupling edges. Heart couples to brain through the baroreflex. Brain couples to gut through the vagus nerve. The vagus is the main bus — it connects 5 of 7 organ oscillators. Heart rate variability is the readout of how well the bus is working.

Level 6 (Body): Every chronic disease is a specific coupling edge that failed. Heart failure = Heart-Brain edge. Depression = Brain-Gut edge. Type 2 diabetes = Pancreas-Liver edge. The edge that fails determines the disease. Blue Zones don’t do anything special. They just don’t break their edges.

The map fills from both ends — bottom-up (atoms to proteins to pathways) and top-down (body to organs to cells). Where they meet is medicine.

Honest limit: this is a framework, not a complete theory. Many connections come from published literature, not derived from K. Disease-edge mapping is observational (correlation, not causation proved).

Toggle to “the math” for the interactive visualization and full level detail.

27
PROVED
1
CONSISTENT
1
SUGGESTIVE
11
KILLED
Proved
Measured
Suggestive
Killed
Open

LEVELS

Session 18. Mac Mini M4. $599. 35W. The map fills from both ends — bottom-up (atoms → proteins → pathways) and top-down (body → organs → cells). Where they meet is medicine.

HONEST LIMITS

Limits:
  The map is a framework, not a complete theory
  Many connections are measured from published literature, not derived from K
  K estimates for inter-organ coupling are approximate (not measured by us)
  Disease-edge mapping is observational (correlation, not causation proved)
  Aging K decay rates need prospective longitudinal measurement

Updated Session 23: Levels 5-6 expanded with 16 coupling edges, 8 disease maps, 7 aging systems, Blue Zone K-edge analysis. Level 7 unchanged (needs experiments).
GUMPResearch · Support · [email protected]