docs(diagrams): add 4 remaining SVG figures for §8 HMM + §10 geometry
- fig_hmm_regime: 3-state Bull/Neutral/Bear HMM state machine + emission table - fig_viterbi_trellis: Viterbi trellis K=3 T=4 with MAP path highlighted - fig_std_vs_nat_gradient: standard vs natural gradient property comparison panels - fig_lie_group_hierarchy: GL/SL/O/SO/Sp/H Lie group tree with finance annotations All 27 SVGs regenerated; mathematical_foundations.md now 0 remaining ASCII blocks. _fix_diagrams3.py added for reproducibility.
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