feat: Major update - Physics docs, Zernike OPD, insights, NX journals, tools

Documentation:
- Add docs/06_PHYSICS/ with Zernike fundamentals and OPD method docs
- Add docs/guides/CMA-ES_EXPLAINED.md optimization guide
- Update CLAUDE.md and ATOMIZER_CONTEXT.md with current architecture
- Update OP_01_CREATE_STUDY protocol

Planning:
- Add DYNAMIC_RESPONSE plans for random vibration/PSD support
- Add OPTIMIZATION_ENGINE_MIGRATION_PLAN for code reorganization

Insights System:
- Update design_space, modal_analysis, stress_field, thermal_field insights
- Improve error handling and data validation

NX Journals:
- Add analyze_wfe_zernike.py for Zernike WFE analysis
- Add capture_study_images.py for automated screenshots
- Add extract_expressions.py and introspect_part.py utilities
- Add user_generated_journals/journal_top_view_image_taking.py

Tests & Tools:
- Add comprehensive Zernike OPD test suite
- Add audit_v10 tests for WFE validation
- Add tools for Pareto graphs and mirror data extraction
- Add migrate_studies_to_topics.py utility

Knowledge Base:
- Initialize LAC (Learning Atomizer Core) with failure/success patterns

Dashboard:
- Update Setup.tsx and launch_dashboard.py
- Add restart-dev.bat helper script

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

.claude/ATOMIZER_CONTEXT.md

@@ -136,9 +136,11 @@ studies/{geometry_type}/{study_name}/
 | E3 | Von Mises Stress | `extract_solid_stress()` | **Specify element_type!** |
 | E4 | BDF Mass | `extract_mass_from_bdf()` | kg |
 | E5 | CAD Mass | `extract_mass_from_expression()` | kg |
-| E8-10 | Zernike WFE | `extract_zernike_*()` | nm (mirrors) |
+| E8-10 | Zernike WFE (standard) | `extract_zernike_*()` | nm (mirrors) |
 | E12-14 | Phase 2 | Principal stress, strain energy, SPC forces |
 | E15-18 | Phase 3 | Temperature, heat flux, modal mass |
+| E20 | Zernike Analytic | `extract_zernike_analytic()` | nm (parabola-based) |
+| E22 | **Zernike OPD** | `extract_zernike_opd()` | nm (**RECOMMENDED**) |
 
 **Critical**: For stress extraction, specify element type:
 - Shell (CQUAD4): `element_type='cquad4'`