GIGI SHAPE AND LAYER EXPERIMENT

Serve output/helmet/stage4/ over HTTP for the Davis Geometric companion site and animation.
For example: python -m http.server 8790 --bind 127.0.0.1 --directory output/helmet/stage4
Then open http://127.0.0.1:8790/. Direct file opening cannot fetch the animation frames.
Open output/helmet/stage4/comparison.html for the detailed model viewer.
Read output/pdf/GIGI_shape_layer_impact_comparison.pdf for the seven-sheet report.
Polished concept images: output/helmet/stage4/presentation/.
Exact computational geometry: output/helmet/stage4/models/.
Methods and reproduction: output/helmet/stage4/README.txt.
Inputs, histories, checks and GIGI receipts: research/helmet_20261025/stage4/.

This is an unvalidated computational research screen. No winning protective helmet
or safety rating is established. The presentation renderings are illustrative.
