refactor: import config surface from autolens instead of autoconf (#34)

Rewrite `from autoconf[.sub] import X` to `from autolens import X` across scripts,
notebooks and markdown, so workspace code imports the config/serialization
surface (conf, jax_wrapper, with_test_mode_segment, dictable/fitsable helpers,
etc.) through the science library rather than depending on `autoconf` directly.

The Colab bootstrap `from autoconf import setup_colab` is intentionally left on
autoconf: it runs before the library is pip-installed on Colab. Notebooks were
updated by the same deterministic line-level transform as the scripts (the
catalogue files embed no import lines and are unaffected).


Claude-Session: https://claude.ai/code/session_013ciVftxvYpefh59wSkR7jN

Co-authored-by: Claude <noreply@anthropic.com>

Author: Jammy2211

markdown/chapter_1_introduction/tutorial_0_visualization.md

@@ -20,9 +20,9 @@ __Contents__
 
 ```python
 
-from autoconf import jax_wrapper  # Sets JAX environment before other imports
+from autolens import jax_wrapper  # Sets JAX environment before other imports
 
-from autoconf import setup_notebook; setup_notebook()
+from autolens import setup_notebook; setup_notebook()
 ```
 
     Working Directory has been set to `HowToLens`

markdown/chapter_1_introduction/tutorial_1_grids_and_galaxies.md

@@ -64,9 +64,9 @@ __Contents__
 
 ```python
 
-from autoconf import jax_wrapper  # Sets JAX environment before other imports
+from autolens import jax_wrapper  # Sets JAX environment before other imports
 
-from autoconf import setup_notebook; setup_notebook()
+from autolens import setup_notebook; setup_notebook()
 
 import matplotlib.pyplot as plt
 import numpy as np

markdown/chapter_1_introduction/tutorial_2_ray_tracing.md

@@ -72,9 +72,9 @@ __Contents__
 
 ```python
 
-from autoconf import jax_wrapper  # Sets JAX environment before other imports
+from autolens import jax_wrapper  # Sets JAX environment before other imports
 
-from autoconf import setup_notebook; setup_notebook()
+from autolens import setup_notebook; setup_notebook()
 
 import matplotlib.pyplot as plt
 import autolens as al

markdown/chapter_1_introduction/tutorial_3_more_ray_tracing.md

@@ -40,9 +40,9 @@ __Contents__
 
 ```python
 
-from autoconf import jax_wrapper  # Sets JAX environment before other imports
+from autolens import jax_wrapper  # Sets JAX environment before other imports
 
-from autoconf import setup_notebook; setup_notebook()
+from autolens import setup_notebook; setup_notebook()
 
 import numpy as np
 import autolens as al

markdown/chapter_1_introduction/tutorial_4_point_sources.md

@@ -19,9 +19,9 @@ __Contents__
 
 ```python
 
-from autoconf import jax_wrapper  # Sets JAX environment before other imports
+from autolens import jax_wrapper  # Sets JAX environment before other imports
 
-from autoconf import setup_notebook; setup_notebook()
+from autolens import setup_notebook; setup_notebook()
 
 import autolens as al
 import autolens.plot as aplt

markdown/chapter_1_introduction/tutorial_5_lensing_formalism.md

@@ -20,9 +20,9 @@ __Contents__
 
 ```python
 
-from autoconf import jax_wrapper  # Sets JAX environment before other imports
+from autolens import jax_wrapper  # Sets JAX environment before other imports
 
-from autoconf import setup_notebook; setup_notebook()
+from autolens import setup_notebook; setup_notebook()
 
 import autolens as al
 import autolens.plot as aplt

markdown/chapter_1_introduction/tutorial_6_data.md

@@ -42,9 +42,9 @@ __Contents__
 
 ```python
 
-from autoconf import jax_wrapper  # Sets JAX environment before other imports
+from autolens import jax_wrapper  # Sets JAX environment before other imports
 
-from autoconf import setup_notebook; setup_notebook()
+from autolens import setup_notebook; setup_notebook()
 
 import numpy as np
 from pathlib import Path

markdown/chapter_1_introduction/tutorial_7_fitting.md

@@ -46,7 +46,7 @@ __Contents__
 
 ```python
 
-from autoconf import setup_notebook; setup_notebook()
+from autolens import setup_notebook; setup_notebook()
 
 import numpy as np
 from pathlib import Path

markdown/chapter_1_introduction/tutorial_8_summary.md

@@ -31,9 +31,9 @@ __Contents__
 
 ```python
 
-from autoconf import jax_wrapper  # Sets JAX environment before other imports
+from autolens import jax_wrapper  # Sets JAX environment before other imports
 
-from autoconf import setup_notebook; setup_notebook()
+from autolens import setup_notebook; setup_notebook()
 
 from pathlib import Path
 import autolens as al

notebooks/chapter_1_introduction/tutorial_0_visualization.ipynb

@@ -62,9 +62,9 @@
    "metadata": {},
    "source": [
     "\n",
-    "from autoconf import jax_wrapper  # Sets JAX environment before other imports\n",
+    "from autolens import jax_wrapper  # Sets JAX environment before other imports\n",
     "\n",
-    "from autoconf import setup_notebook; setup_notebook()"
+    "from autolens import setup_notebook; setup_notebook()"
    ],
    "outputs": [],
    "execution_count": null