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.md

@@ -108,12 +108,23 @@ The Protocol Operating System (POS) provides layered documentation:
 
 **CRITICAL: Always use the `atomizer` conda environment.**
 
+### Paths (DO NOT SEARCH - use these directly)
+```
+Python:  C:\Users\antoi\anaconda3\envs\atomizer\python.exe
+Conda:   C:\Users\antoi\anaconda3\Scripts\conda.exe
+```
+
+### Running Python Scripts
 ```bash
-conda activate atomizer
-python run_optimization.py
+# Option 1: PowerShell with conda activate (RECOMMENDED)
+powershell -Command "conda activate atomizer; python your_script.py"
+
+# Option 2: Direct path (no activation needed)
+C:\Users\antoi\anaconda3\envs\atomizer\python.exe your_script.py
 ```
 
 **DO NOT:**
+- Search for Python paths (`where python`, etc.) - they're documented above
 - Install packages with pip/conda (everything is installed)
 - Create new virtual environments
 - Use system Python