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Research-Stack/3-Mathematical-Models/genetics/parametric-learn
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allaun 62ca4e3576 fix(deps): audit-driven updates across npm, pnpm, cargo, pip 
JavaScript lockfiles:
- bezier-kit: vitest 3.2.4→3.2.6, @babel/core 7.29.0→7.29.7,
  esbuild 0.27.7→0.27.2, vite 6.4.2→6.4.3
- parametric-learn: vite 8.0.10→8.0.16, form-data 4.0.5→4.0.6
- lytenyte-storage + cluster-dashboard/frontend: vite 6.4.2→6.4.3

Cargo lockfiles:
- leechy-py: pyo3 0.28.3→0.29.0 (RUSTSEC-2026-0176/0177)
- stract: rkyv 0.7.45→0.7.46 (RUSTSEC-2026-0001)
- rs-surface, ene-rds, ene-session-sync: postgres updates
- shared-data/namidb: aws-lc-sys 0.37.1→0.41.0

Python:
- whoogle-search: cryptography 46.0.7→48.0.1 (GHSA-537c-gmf6-5ccf)

Remaining blocked advisories documented in commit body metadata;
require upstream releases or source-level migrations.
2026-06-20 19:00:38 -05:00
..
src initial: sovereign research stack (consolidated, weightless, and lfs-optimized) 2026-05-04 18:11:36 -05:00
.gitignore initial: sovereign research stack (consolidated, weightless, and lfs-optimized) 2026-05-04 18:11:36 -05:00
index.html initial: sovereign research stack (consolidated, weightless, and lfs-optimized) 2026-05-04 18:11:36 -05:00
LICENSE initial: sovereign research stack (consolidated, weightless, and lfs-optimized) 2026-05-04 18:11:36 -05:00
pnpm-lock.yaml fix(deps): audit-driven updates across npm, pnpm, cargo, pip 2026-06-20 19:00:38 -05:00
README.md initial: sovereign research stack (consolidated, weightless, and lfs-optimized) 2026-05-04 18:11:36 -05:00

README.md

parametric-learn

A small neural network learns to fit a parametric surface (u, v) → (x, y, z) in real time. The gray wireframe is the target; the purple mesh is the network's current prediction.

Training runs in a Web Worker (TensorFlow.js); rendering is Three.js.

parametric-learn.webm

Run

pnpm install
pnpm dev

Pick a surface from the dropdown, hit Start, and watch it converge.