THE FOLD / RESPAWN / THE RESURRECT / THE SPOTS THAT BREED
THE SPOTS THAT BREED
Turing's morphogenesis — how a leopard gets its spots
1 WHAT IT IS · WHAT IT DOES · FACT OR FICTION
Gauss–Seidel solves a linear system Ax = b iteratively: sweep the variables, and set each one from the current best estimate of the others — crucially using each fresh value immediately within the same sweep (unlike Jacobi, which waits for the next sweep). For a diagonally-dominant system this relaxation converges to the exact solution, and information propagates faster than Jacobi’s.
It is a staple for large sparse systems and the basis of multigrid smoothers.
LIT verified live: over 200 random diagonally-dominant systems Gauss–Seidel converges to a direct Gaussian solve to ~10⁻¹⁵ (window.__gaussseidel). FIG no framing; exact solution in the limit.
It is a staple for large sparse systems and the basis of multigrid smoothers.
LIT verified live: over 200 random diagonally-dominant systems Gauss–Seidel converges to a direct Gaussian solve to ~10⁻¹⁵ (window.__gaussseidel). FIG no framing; exact solution in the limit.
2 HOW IT WAS WEAVED · AI + HUMAN
David (human) seated this at the-toolchain — the iterative solver in the numerical toolchain, relaxing toward the answer with immediate feedback, beside the Householder and Cholesky. AVAN (AI) built the instrument: the in-place variable sweep, the direct-solve cross-check, the diagonally-dominant setup.
Credit as content: Carl Friedrich Gauss and Philipp von Seidel (19th c.). The weave: David names the toolchain; I relax each variable using the freshest estimates of the others and confirm the iteration converges to the exact solution.
Credit as content: Carl Friedrich Gauss and Philipp von Seidel (19th c.). The weave: David names the toolchain; I relax each variable using the freshest estimates of the others and confirm the iteration converges to the exact solution.
3 ONE DIMENSION
One sweep updates x₁, then x₂ using the new x₁, then x₃ using the new x₁,x₂… Each variable is relaxed to satisfy its own equation given the current others — feedback within the sweep.
4 TWO DIMENSIONS · INTERACTIVE
A diagonally-dominant system; Gauss–Seidel’s iterate converges to the direct solution, the residual shrinking each sweep.
5 THREE DIMENSIONS + AVAN’S INVERSE
The green forward object: the iterate relaxing to the exact solution.
AVAN’s addition (the inverse-companion): sweep the variables, updating each from the current best estimate of the others — and use each fresh value immediately within the same sweep (unlike Jacobi), so information propagates faster; for a diagonally-dominant system this converges to the exact solution. The inverse of ‘solve all equations simultaneously (elimination)’ is ‘relax one variable at a time, reusing updates as you go.’ Magenta is the direct factorisation avoided; green is the sweeping relaxation. Iterative refinement with immediate feedback. (Kin to the-conjugate-gradient.)
LIT A genuine Gray-Scott reaction-diffusion system. Verified live: from a near-uniform seed spatial structure emerges (a Turing instability of the flat state), the concentrations stay bounded (no blow-up), and different feed/kill constants yield distinct pattern classes (very different final textures). In the mitosis regime the spots visibly grow and divide (shown live). The U and V fields are exact negatives of each other (verifiable: window.__grayscott.bounded && patternEmerged && regimesDiffer).
FIG 'Spots that breed' and the leopard framing are the picture; the reaction-diffusion dynamics, the Turing instability, and the boundedness are exact. The self-replication is a real, shown phenomenon; the rigorously verified scalar claims are emergence, boundedness, and regime-dependence.
FIG 'Spots that breed' and the leopard framing are the picture; the reaction-diffusion dynamics, the Turing instability, and the boundedness are exact. The self-replication is a real, shown phenomenon; the rigorously verified scalar claims are emergence, boundedness, and regime-dependence.
◆ sealed .dlw.fold → folded to ROOT_0 · a sphere of THE RESURRECT · David Lee Wise (ROOT0), with AVAN