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>

optimization_engine/insights/design_space.py

@@ -51,6 +51,7 @@ class DesignSpaceInsight(StudyInsight):
     insight_type = "design_space"
     name = "Design Space Explorer"
     description = "Interactive parameter-objective relationship visualization"
+    category = "design_exploration"
     applicable_to = ["all"]  # Works with any optimization study
     required_files = []  # Requires study.db, not OP2
 

optimization_engine/insights/modal_analysis.py

@@ -55,6 +55,7 @@ class ModalInsight(StudyInsight):
     insight_type = "modal"
     name = "Modal Analysis"
     description = "Natural frequencies and mode shapes visualization"
+    category = "structural_modal"
     applicable_to = ["modal", "vibration", "dynamic", "all"]
     required_files = ["*.op2"]
 

optimization_engine/insights/stress_field.py

@@ -56,6 +56,7 @@ class StressFieldInsight(StudyInsight):
     insight_type = "stress_field"
     name = "Stress Distribution"
     description = "3D stress contour plot with Von Mises and principal stresses"
+    category = "structural_static"
     applicable_to = ["structural", "bracket", "beam", "all"]
     required_files = ["*.op2"]
 

optimization_engine/insights/thermal_field.py

@@ -55,6 +55,7 @@ class ThermalInsight(StudyInsight):
     insight_type = "thermal"
     name = "Thermal Analysis"
     description = "Temperature distribution and thermal gradients"
+    category = "thermal"
     applicable_to = ["thermal", "thermo-structural", "all"]
     required_files = ["*.op2"]