Use include to source seminar page from notebooks submodule; avoid duplication

Author: yaugenst-flex

docs/lectures/fabrication_invdes.rst

@@ -1,39 +1 @@
-**********************************
-Fabrication-aware inverse design
-**********************************
-
-This seminar (October 9, 2025) tracks a dual-layer grating coupler workflow end to end: build the baseline, seed with Bayesian optimization, refine with adjoint gradients, evaluate fabrication sensitivities, and close the loop with measurement-informed calibration. Every step uses Tidy3D so you can replicate the exact jobs or adapt the utilities to your own stack.
-
-Seminar recording: `YouTube link <https://www.youtube.com/watch?v=OpVBJmomzoo>`_
-
-Notebook lineup
-================
-
-* ``00_setup_guide.ipynb`` - builds the nominal SiN stack, launches a reference simulation, and visualizes the initial geometry for later reuse.
-* ``01_bayes.ipynb`` - performs a five-parameter Bayesian search to find a high-performing uniform grating without gradients.
-* ``02_adjoint.ipynb`` - expands to per-tooth parameters and runs Adam with adjoint sensitivities to apodize the grating.
-* ``03_sensitivity.ipynb`` - sweeps :math:`\pm 20` nm etch bias, runs Monte Carlo samples, and records adjoint-derived sensitivity units.
-* ``04_adjoint_robust.ipynb`` - penalizes variance across nominal, over, and under etch corners to produce a fabrication-aware design.
-* ``05_robust_comparison.ipynb`` - replays the Monte Carlo experiment for nominal and robust designs to quantify yield gains.
-* ``06_measurement_calibration.ipynb`` - applies gradient-based calibration so simulated spectra match measurements, illustrating fabrication corner recovery.
-
-Supporting assets
-=================
-
-* ``setup.py`` - shared simulation builders, fabrication constraints, and helper utilities.
-* ``optim.py`` - lightweight Adam plus parameter clipping helpers.
-* ``results/`` - JSON checkpoints (Bayes best guess, adjoint refinements, robust design) used downstream.
-
-Walkthrough notebooks
-=====================
-
-.. toctree::
-   :maxdepth: 1
-
-   ../notebooks/2025-10-09-invdes-seminar/00_setup_guide
-   ../notebooks/2025-10-09-invdes-seminar/01_bayes
-   ../notebooks/2025-10-09-invdes-seminar/02_adjoint
-   ../notebooks/2025-10-09-invdes-seminar/03_sensitivity
-   ../notebooks/2025-10-09-invdes-seminar/04_adjoint_robust
-   ../notebooks/2025-10-09-invdes-seminar/05_robust_comparison
-   ../notebooks/2025-10-09-invdes-seminar/06_measurement_calibration
+.. include:: /notebooks/docs/fabrication_aware_invdes.rst