diff --git a/appendix b/appendix
index 0beca72..f46e321 100644
--- a/appendix
+++ b/appendix
@@ -65,3 +65,18 @@ RUN --mount=type=secret,id=gcp_key,required=false \
 # Path only, never the key itself — the SecretsUsedInArgOrEnv warning BuildKit
 # prints here is a false positive.
 ENV GOOGLE_APPLICATION_CREDENTIALS=${NB_PYTHON_PREFIX}/etc/gcp/mothership-key.json
+
+# ---------------------------------------------------------------------------
+# Upgrade Jupyter AI to the 3.2.0a0 pre-release (PyPI-only) using uv.
+# MUST stay after the `mamba env create` above, which recreates the prefix from
+# the lockfile. conda-forge only ships stable jupyter-ai ~=3.0; the a0
+# pre-release and its pre-release dependency family live only on PyPI. uv (from
+# environment.yml / the lockfile) resolves the whole pre-release graph in a
+# single pass, so the env moves atomically to a consistent state instead of the
+# half-upgraded mess plain pip tends to leave behind.
+RUN ${NB_PYTHON_PREFIX}/bin/uv pip install \
+      --python ${NB_PYTHON_PREFIX}/bin/python \
+      --prerelease=allow \
+      "jupyter-ai==3.2.0a0" \
+ && ${NB_PYTHON_PREFIX}/bin/python -c "import importlib.metadata as m; print('installed jupyter-ai', m.version('jupyter-ai'))"
+
diff --git a/conda-linux-64.lock b/conda-linux-64.lock
index 98ecab3..a35071e 100644
--- a/conda-linux-64.lock
+++ b/conda-linux-64.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: ce2eafa0ddd7cd6b42c9787529f66331fd8cfc6338fbce667e144effa72b0e1d
+# input_hash: 9c506d5591fd80744970c7a744fdb17bea211961c34b6b125f9c4fb3859be120
 @EXPLICIT
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@@ -9,80 +9,78 @@ https://conda.anaconda.org/conda-forge/noarch/font-ttf-dejavu-sans-mono-2.37-hab
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-https://conda.anaconda.org/conda-forge/linux-64/gh-2.97.0-hfc2019e_0.conda#7833d83b7e34c451de09e2756c20f24e
+https://conda.anaconda.org/conda-forge/linux-64/gh-2.98.0-hfc2019e_0.conda#83dcd17d67a68a6875deff2bd4ac49be
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 https://conda.anaconda.org/conda-forge/noarch/jupyterlab-git-0.54.1-pyhf675f27_0.conda#8065f8eef3f33dfde48d7a62e2ccde5c
 https://conda.anaconda.org/conda-forge/noarch/leafmap-0.63.0-pyhd8ed1ab_0.conda#ff53acf12afe9378b97545aca4feba51
-https://conda.anaconda.org/conda-forge/linux-64/libpdal-2.10.1-h2736c85_3.conda#cf89be9776ae02329b2f86a5bd40b386
-https://conda.anaconda.org/conda-forge/noarch/notebook-7.6.1-pyhcf101f3_0.conda#5ae09febf4b5923fe454019c1b49ba78
+https://conda.anaconda.org/conda-forge/linux-64/libpdal-2.10.1-h2736c85_0.conda#f86ec81cbacdcd3c0e5364daabe674cb
+https://conda.anaconda.org/conda-forge/noarch/notebook-7.6.2-pyhcf101f3_0.conda#ca3a76b7ae886c30f2ef6e0ca851b2ab
 https://conda.anaconda.org/conda-forge/noarch/sliderule-4.20.0-pyhd8ed1ab_3.conda#38f6c32a89d4777cbaf1270dc18f1be4
 https://conda.anaconda.org/conda-forge/noarch/intake-esm-2025.7.9-pyhd8ed1ab_0.conda#17a35fce61d5d427a06925ac1b682013
 https://conda.anaconda.org/conda-forge/noarch/intake-xarray-2.0.0-pyhd8ed1ab_1.conda#9ff534be39502e636cb4d25dc6696c66
 https://conda.anaconda.org/conda-forge/noarch/is2view-0.1.1-pyhd8ed1ab_0.conda#d24013687b246e53d33f87e23d5985c5
-https://conda.anaconda.org/conda-forge/noarch/jupytergis-0.15.0-pyhc364b38_1.conda#7fa7bc196da11aea03041cd984b08aff
-https://conda.anaconda.org/conda-forge/noarch/jupyterlab-chat-0.22.1-pyhc364b38_0.conda#c3fd47569eb9c2908e0e76a6fd59161d
 https://conda.anaconda.org/conda-forge/noarch/nbgitpuller-1.3.0-pyhd8ed1ab_0.conda#2c1bca15511e87cc22524979e0868220
 https://conda.anaconda.org/conda-forge/linux-64/qgis-3.44.9-py313h2e80376_0.conda#dd8ba0fca1d014427a187ee52dd9ae9c
 https://conda.anaconda.org/conda-forge/noarch/intake-stac-0.4.0-pyhd8ed1ab_1.conda#180dde5cb78646da407144eb30edbe65
-https://conda.anaconda.org/conda-forge/noarch/jupyter-ai-router-0.0.7-pyhcf101f3_0.conda#d03f63c6126e7e528c3258e6d5c1bb04
-https://conda.anaconda.org/conda-forge/noarch/jupyter-ai-persona-manager-0.0.12-pyhcf101f3_0.conda#2c3ff3ff7a51d05e343ceba02aee9c31
-https://conda.anaconda.org/conda-forge/noarch/jupyter-ai-acp-client-0.1.5-pyhcf101f3_0.conda#c766cc8e0b7f4c456efdfb163565b6ba
-https://conda.anaconda.org/conda-forge/noarch/jupyter-ai-chat-commands-0.0.4-pyhcf101f3_0.conda#5be7e0c60e4ce917ec40f51d0d16c9c2
-https://conda.anaconda.org/conda-forge/noarch/jupyter-ai-3.0.1-pyhcf101f3_0.conda#833ee29a7fbd74786563ba51c802c569
 https://conda.anaconda.org/conda-forge/noarch/sphinxcontrib-applehelp-2.0.0-pyhd8ed1ab_1.conda#16e3f039c0aa6446513e94ab18a8784b
 https://conda.anaconda.org/conda-forge/noarch/sphinxcontrib-bibtex-2.5.0-pyhd8ed1ab_0.tar.bz2#b2e5c9aece936ebf9f26abdf71ddd74b
 https://conda.anaconda.org/conda-forge/noarch/sphinxcontrib-devhelp-2.0.0-pyhd8ed1ab_1.conda#910f28a05c178feba832f842155cbfff
diff --git a/conda-lock.yml b/conda-lock.yml
index 9309dff..62a2b3b 100644
--- a/conda-lock.yml
+++ b/conda-lock.yml
@@ -13,7 +13,7 @@
 version: 1
 metadata:
   content_hash:
-    linux-64: ce2eafa0ddd7cd6b42c9787529f66331fd8cfc6338fbce667e144effa72b0e1d
+    linux-64: 9c506d5591fd80744970c7a744fdb17bea211961c34b6b125f9c4fb3859be120
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@@ -72,50 +72,24 @@ package:
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   category: main
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-    python: '>=3.10'
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+  version: 3.9.0
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+    aiohttp: '>=3.14.0,<4.0.0'
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     multidict: '>=6.0.0,<7.0.0'
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-  url: https://conda.anaconda.org/conda-forge/noarch/aiobotocore-3.8.0-pyhcf101f3_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/aiobotocore-3.9.0-pyhcf101f3_0.conda
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-- name: aiofile
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-  manager: conda
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-    python: '>=3.11'
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 - name: aiohappyeyeballs
@@ -233,18 +207,6 @@ package:
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   category: main
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-- name: annotated-doc
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-  url: https://conda.anaconda.org/conda-forge/noarch/annotated-doc-0.0.5-pyhcf101f3_0.conda
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 - name: annotated-types
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-    libgcc: '>=14'
-    libstdcxx: '>=14'
-  url: https://conda.anaconda.org/conda-forge/linux-64/aom-3.14.1-pl5321h039972f_1.conda
+    libgcc: '>=15'
+    libstdcxx: '>=15'
+  url: https://conda.anaconda.org/conda-forge/linux-64/aom-3.14.1-pl5321h57e6904_2.conda
   hash:
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 - name: argon2-cffi
@@ -317,19 +279,19 @@ package:
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   optional: false
 - name: argon2-cffi-bindings
-  version: 25.1.0
+  version: 26.1.0
   manager: conda
   platform: linux-64
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     cffi: '>=1.0.1'
-    libgcc: '>=14'
+    libgcc: '>=15'
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     python_abi: 3.13.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/argon2-cffi-bindings-25.1.0-py313h07c4f96_2.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/argon2-cffi-bindings-26.1.0-py313h995f894_0.conda
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   category: main
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 - name: arro3-compute
@@ -454,20 +416,6 @@ package:
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   category: main
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-- name: authlib
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-    joserfc: '>=1.6.0'
-    python: '>=3.10'
-  url: https://conda.anaconda.org/conda-forge/noarch/authlib-1.7.2-pyhcf101f3_1.conda
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@@ -685,7 +633,7 @@ package:
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   optional: false
 - name: awscli
-  version: 2.36.19
+  version: 2.36.21
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@@ -702,10 +650,10 @@ package:
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     urllib3: '>=1.25.4,<=2.6.3'
     wcwidth: <0.3.0
-  url: https://conda.anaconda.org/conda-forge/linux-64/awscli-2.36.19-py313hd5f5364_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/awscli-2.36.21-py313hd5f5364_0.conda
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 - name: awscrt
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   category: main
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-- name: backports
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+    libgcc: '>=15'
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-  url: https://conda.anaconda.org/conda-forge/noarch/beartype-0.22.9-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/backports.zstd-1.7.0-py313h8f72f4d_0.conda
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+  version: 1.43.56
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+    botocore: '>=1.43.56,<1.44.0'
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     s3transfer: '>=0.19.0,<0.20.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/boto3-1.43.46-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/boto3-1.43.56-pyhd8ed1ab_0.conda
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 - name: botocore
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+  version: 1.43.56
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-  url: https://conda.anaconda.org/conda-forge/noarch/botocore-1.43.46-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/botocore-1.43.56-pyhd8ed1ab_0.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/brotli-1.2.0-hed03a55_1.conda
+    libgcc: '>=15'
+  url: https://conda.anaconda.org/conda-forge/linux-64/brotli-1.2.0-h505cf86_3.conda
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-    libgcc: '>=14'
-  url: https://conda.anaconda.org/conda-forge/linux-64/brotli-bin-1.2.0-hb03c661_1.conda
+    libgcc: '>=15'
+  url: https://conda.anaconda.org/conda-forge/linux-64/brotli-bin-1.2.0-h9908984_3.conda
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 - name: brotli-python
@@ -1108,14 +1019,14 @@ package:
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   dependencies:
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-    libgcc: '>=14'
-    libstdcxx: '>=14'
+    libgcc: '>=15'
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     python_abi: 3.13.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.2.0-py313hf159716_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.2.0-py313h2fc2bef_3.conda
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 - name: brunsli
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-    libgcc: '>=14'
-  url: https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.34.8-h280c20c_1.conda
+    libgcc: '>=15'
+  url: https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.34.8-hebe6cf0_2.conda
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@@ -1215,15 +1126,15 @@ package:
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 - name: cachelib
-  version: 0.15.4
+  version: 0.17.0
   manager: conda
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   dependencies:
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-  url: https://conda.anaconda.org/conda-forge/noarch/cachelib-0.15.4-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/cachelib-0.17.0-pyhd8ed1ab_0.conda
   hash:
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-    sha256: aca55a9d3ad85c7a32f2c4c1b78fff89ef5df5c87cdc2e1565391272530913f3
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   category: main
   optional: false
 - name: cachetools
@@ -1238,21 +1149,6 @@ package:
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   category: main
   optional: false
-- name: caio
-  version: 0.12.2
-  manager: conda
-  platform: linux-64
-  dependencies:
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-    libgcc: '>=14'
-    python: ''
-    python_abi: 3.13.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/caio-0.12.2-py313h67d0792_0.conda
-  hash:
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-    sha256: 554219953d8c9679a4785ae19e93d377c7b353592fd252c3c317b9d905f832f2
-  category: main
-  optional: false
 - name: cairo
   version: 1.18.4
   manager: conda
@@ -1402,15 +1298,15 @@ package:
   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    libffi: '>=3.5.2,<3.6.0a0'
-    libgcc: '>=14'
+    libffi: '>=3.7.0,<3.8.0a0'
+    libgcc: '>=15'
     pycparser: ''
     python: '>=3.13,<3.14.0a0'
     python_abi: 3.13.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/cffi-2.1.1-py313hf46b229_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/cffi-2.1.1-py313ha52865f_2.conda
   hash:
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-    sha256: 8e2324b22a466e2494e77f28f41eb8a8d98f3bba971f70f6395e1f67d466a2ad
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   category: main
   optional: false
 - name: cfitsio
@@ -1460,15 +1356,15 @@ package:
   category: main
   optional: false
 - name: charset-normalizer
-  version: 3.4.9
+  version: 3.5.1
   manager: conda
   platform: linux-64
   dependencies:
     python: '>=3.10'
-  url: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.9-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.5.1-pyhd8ed1ab_0.conda
   hash:
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-    sha256: 8d8813ef655b4e75e4fb897abd83ad548882efad7b4e836b021b797f42780799
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   category: main
   optional: false
 - name: click
@@ -1523,18 +1419,18 @@ package:
   category: main
   optional: false
 - name: code-server
-  version: 4.130.0
+  version: 4.133.0
   manager: conda
   platform: linux-64
   dependencies:
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-    libgcc: '>=14'
-    libstdcxx: '>=14'
-    nodejs: 22.*,>=22.23.1,<23.0a0
-  url: https://conda.anaconda.org/conda-forge/linux-64/code-server-4.130.0-hd6838e5_0.conda
+    libgcc: '>=15'
+    libstdcxx: '>=15'
+    nodejs: 22.*,>=22.23.2,<23.0a0
+  url: https://conda.anaconda.org/conda-forge/linux-64/code-server-4.133.0-h65c4c7d_0.conda
   hash:
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   category: main
   optional: false
 - name: color-operations
@@ -1590,16 +1486,15 @@ package:
   category: main
   optional: false
 - name: comm
-  version: 0.1.4
+  version: 0.2.3
   manager: conda
   platform: linux-64
   dependencies:
-    python: '>=3.6'
-    traitlets: '>=5.3'
-  url: https://conda.anaconda.org/conda-forge/noarch/comm-0.1.4-pyhd8ed1ab_0.conda
+    python: '>=3.9'
+  url: https://conda.anaconda.org/conda-forge/noarch/comm-0.2.3-pyhe01879c_0.conda
   hash:
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-    sha256: 11057745946a95ee7cc4c98900a60c7362266a4cb28bc97d96cd88e3056eb701
+    md5: 2da13f2b299d8e1995bafbbe9689a2f7
+    sha256: 576a44729314ad9e4e5ebe055fbf48beb8116b60e58f9070278985b2b634f212
   category: main
   optional: false
 - name: contourpy
@@ -1688,16 +1583,16 @@ package:
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     krb5: '>=1.22.2,<1.23.0a0'
     libcurl: 8.21.0
-    libgcc: '>=14'
-    libpsl: '>=0.23.0,<0.24.0a0'
+    libgcc: '>=15'
+    libpsl: '>=0.23.1,<0.24.0a0'
     libssh2: '>=1.11.1,<2.0a0'
     libzlib: '>=1.3.2,<2.0a0'
     openssl: '>=3.5.7,<4.0a0'
     zstd: '>=1.5.7,<1.6.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/curl-8.21.0-heca4667_4.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/curl-8.21.0-ha042cf0_5.conda
   hash:
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   category: main
   optional: false
 - name: curlify
@@ -1725,24 +1620,6 @@ package:
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   category: main
   optional: false
-- name: cyclopts
-  version: 4.22.5
-  manager: conda
-  platform: linux-64
-  dependencies:
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-    docstring_parser: '>=0.15,<4.0'
-    python: '>=3.10'
-    rich: '>=13.6.0'
-    rich-rst: '>=1.3.1,<3.0.0'
-    tomli: '>=2.0.0'
-    typing_extensions: '>=4.8.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/cyclopts-4.22.5-pyhcf101f3_0.conda
-  hash:
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-    sha256: 8d814bfce167241931e56398ba9a57c318103a9a48b53e67e4b16e5959e0187a
-  category: main
-  optional: false
 - name: cyrus-sasl
   version: 2.1.28
   manager: conda
@@ -1762,19 +1639,19 @@ package:
   category: main
   optional: false
 - name: cython
-  version: 3.2.9
+  version: 3.3.0
   manager: conda
   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    libgcc: '>=14'
-    libstdcxx: '>=14'
+    libgcc: '>=15'
+    libstdcxx: '>=15'
     python: '>=3.13,<3.14.0a0'
     python_abi: 3.13.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/cython-3.2.9-py313hc80a56d_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/cython-3.3.0-py313hb646302_0.conda
   hash:
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-    sha256: 528485b48af0492cf99c52cad13180feb368c272b9cecbc8770bec98d3487aca
+    md5: b7ddbe402c405d950a56bcb4ddb992a1
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   category: main
   optional: false
 - name: cytoolz
@@ -2037,19 +1914,6 @@ package:
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   category: main
   optional: false
-- name: dnspython
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-  manager: conda
-  platform: linux-64
-  dependencies:
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-    sniffio: ''
-  url: https://conda.anaconda.org/conda-forge/noarch/dnspython-2.8.0-pyhcf101f3_0.conda
-  hash:
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-  category: main
-  optional: false
 - name: docopt-ng
   version: 0.9.0
   manager: conda
@@ -2062,18 +1926,6 @@ package:
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   category: main
   optional: false
-- name: docstring_parser
-  version: 0.18.0
-  manager: conda
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-  dependencies:
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-  url: https://conda.anaconda.org/conda-forge/noarch/docstring_parser-0.18.0-pyhd8ed1ab_0.conda
-  hash:
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-  category: main
-  optional: false
 - name: docutils
   version: 0.18.1
   manager: conda
@@ -2137,21 +1989,21 @@ package:
   category: main
   optional: false
 - name: earthengine-api
-  version: 1.7.38
+  version: 1.7.40
   manager: conda
   platform: linux-64
   dependencies:
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-    google-auth: '>=2.48.0'
-    google-auth-httplib2: '>=0.3.1'
+    google-api-python-client: '>=2.113.0'
+    google-auth: '>=2.55.2'
+    google-auth-httplib2: '>=0.4.0'
     google-cloud-storage: ''
-    httplib2: '>=0.30.2,<1dev'
+    httplib2: '>=0.31.2,<1dev'
     python: '>=3.10'
     requests: ''
-  url: https://conda.anaconda.org/conda-forge/noarch/earthengine-api-1.7.38-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/earthengine-api-1.7.40-pyhd8ed1ab_1.conda
   hash:
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-    sha256: 3491a5e0a93be8b7b42db03883a660d271dccae231f94e333d718ec867c9de5a
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+    sha256: 30aa6447491b64e023676f7d7955bb93fcdb76ad690049d705fb73688dfb1fd6
   category: main
   optional: false
 - name: eerepr
@@ -2192,37 +2044,23 @@ package:
     sha256: 6060ac3c240bfd079946aa4ba9b4749b4ffecbdc734b14910a44eb9d2ec84d6f
   category: main
   optional: false
-- name: email-validator
-  version: 2.3.0
-  manager: conda
-  platform: linux-64
-  dependencies:
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-    idna: '>=2.0.0'
-    python: '>=3.10'
-  url: https://conda.anaconda.org/conda-forge/noarch/email-validator-2.3.0-pyhd8ed1ab_0.conda
-  hash:
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-    sha256: c37320864c35ef996b0e02e289df6ee89582d6c8e233e18dc9983375803c46bb
-  category: main
-  optional: false
 - name: esmf
   version: 8.9.1
   manager: conda
   platform: linux-64
   dependencies:
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-    hdf5: '*,>=2.1.0,<3.0a0'
+    hdf5: '*,>=1.14.6,<1.14.7.0a0'
     libgcc: '>=14'
     libgfortran: ''
     libgfortran5: '>=14.3.0'
     libnetcdf: '*,>=4.10.0,<4.10.1.0a0'
     libstdcxx: '>=14'
     netcdf-fortran: '*,>=4.6.2,<4.7.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/esmf-8.9.1-nompi_h0c1e4bb_3.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/esmf-8.9.1-nompi_hdb11210_3.conda
   hash:
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   category: main
   optional: false
 - name: esmpy
@@ -2310,15 +2148,15 @@ package:
   category: main
   optional: false
 - name: fastcore
-  version: 2.2.10
+  version: 2.2.14
   manager: conda
   platform: linux-64
   dependencies:
     python: '>=3.11'
-  url: https://conda.anaconda.org/conda-forge/noarch/fastcore-2.2.10-pyhc364b38_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/fastcore-2.2.14-pyhc364b38_0.conda
   hash:
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-    sha256: d9cd5c883f936dad148f997a9e6f15fc6ad3c9dcb57bc824e8ea981b172dbbe9
+    md5: 16ec9389b43f2add5168532c2a770f47
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   category: main
   optional: false
 - name: fasteners
@@ -2333,63 +2171,6 @@ package:
     sha256: dc8a5ae5f8c410a14ba762eb132b28a72dfebb674e3675fd5255d740e12f7383
   category: main
   optional: false
-- name: fastmcp
-  version: 3.4.6
-  manager: conda
-  platform: linux-64
-  dependencies:
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-    anyio: '>=4.4.0'
-    authlib: '>=1.6.11'
-    cachetools: '>=5.0.0'
-    cyclopts: '>=4.0.0'
-    exceptiongroup: '>=1.2.2'
-    fastmcp-slim: 3.4.6.*
-    griffelib: '>=2.0.0'
-    httpx: '>=0.28.1,<1.0'
-    joserfc: '>=1.1.0'
-    jsonref: '>=1.1.0'
-    jsonschema-path: '>=0.3.4'
-    keyring: '>=25.6.0'
-    mcp: '>=1.24.0,<2.0'
-    openapi-pydantic: '>=0.5.1'
-    opentelemetry-api: '>=1.20.0'
-    packaging: '>=24.0'
-    py-key-value-aio: '>=0.4.4,<0.5.0'
-    pyperclip: '>=1.9.0'
-    python: '>=3.10,<4'
-    python-multipart: '>=0.0.26'
-    pyyaml: '>=6.0,<7.0'
-    starlette: '>=1.0.1'
-    uncalled-for: '>=0.2.0'
-    uvicorn: '>=0.35'
-    watchfiles: '>=1.0.0'
-    websockets: '>=15.0.1'
-  url: https://conda.anaconda.org/conda-forge/noarch/fastmcp-3.4.6-pyhcf101f3_0.conda
-  hash:
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-    sha256: c6ab2d627133956ce3352171ba91cb51d30967d79614b18a1265400ceda038f4
-  category: main
-  optional: false
-- name: fastmcp-slim
-  version: 3.4.6
-  manager: conda
-  platform: linux-64
-  dependencies:
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-    platformdirs: '>=4.0.0'
-    pydantic: '>=2.11.7'
-    pydantic-settings: '>=2.0.0'
-    python: '>=3.10,<4'
-    python-dotenv: '>=1.1.0'
-    rich: '>=13.9.4'
-    typing_extensions: '>=4.0.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/fastmcp-slim-3.4.6-pyhcf101f3_0.conda
-  hash:
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-    sha256: 9b76979e842e472b1d2187e4d26d9701cb65c16b1dc52ebe288514ee76541288
-  category: main
-  optional: false
 - name: fastprogress
   version: 1.1.6
   manager: conda
@@ -2406,68 +2187,16 @@ package:
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   optional: false
 - name: ffmpeg
-  version: 8.1.2
+  version: 2.8.6
   manager: conda
   platform: linux-64
   dependencies:
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-    alsa-lib: '>=1.2.16.1,<1.3.0a0'
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-    dav1d: '>=1.2.1,<1.2.2.0a0'
-    fontconfig: '>=2.18.2,<3.0a0'
-    fonts-conda-ecosystem: ''
-    gmp: '>=6.3.0,<7.0a0'
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-    libass: '>=0.17.5,<0.17.6.0a0'
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+    zlib: ''
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+  version: 3.32.4
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   dependencies:
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-  url: https://conda.anaconda.org/conda-forge/noarch/filelock-3.32.2-pyhd8ed1ab_0.conda
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     libfreetype: '>=2.14.3'
     libfreetype6: '>=2.14.3'
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     libfreetype6: 2.14.3
-  url: https://conda.anaconda.org/conda-forge/linux-64/freetype-2.14.3-ha770c72_1.conda
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   category: main
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   optional: false
 - name: gh
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+  version: 2.98.0
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   platform: linux-64
   dependencies: {}
-  url: https://conda.anaconda.org/conda-forge/linux-64/gh-2.97.0-hfc2019e_0.conda
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 - name: gitpython
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+  version: 3.1.59
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     python: '>=3.10'
     typing_extensions: '>=3.10.0.2'
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     packaging: ''
     python: '*'
-  url: https://conda.anaconda.org/conda-forge/linux-64/glib-2.88.3-h84d461a_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/glib-2.88.3-h042de97_1.conda
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     libglib: ==2.88.3
-  url: https://conda.anaconda.org/conda-forge/linux-64/glib-tools-2.88.3-h95f0039_0.conda
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   category: main
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-- name: glslang
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     gshhg-gmt: ''
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     libcblas: '>=3.9.0,<4.0a0'
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     zlib: '>=1.3.2,<1.4.0a0'
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+  url: https://conda.anaconda.org/conda-forge/noarch/grpc-google-iam-v1-0.14.5-pyhcf101f3_0.conda
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     xarray: ''
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   category: main
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-    python: '>=3.10'
-    secretstorage: '>=3.2'
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-    libgcc: '>=13'
-  url: https://conda.anaconda.org/conda-forge/linux-64/keyutils-1.6.3-hb9d3cd8_0.conda
+    libgcc: '>=15'
+  url: https://conda.anaconda.org/conda-forge/linux-64/keyutils-1.6.3-h7cc23a3_1.conda
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 - name: kiwisolver
@@ -5941,25 +5120,27 @@ package:
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-    libgcc: '>=14'
-    libstdcxx: '>=14'
+    libgcc: '>=15'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/krb5-1.22.2-hbde042b_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/krb5-1.22.2-hbc21106_2.conda
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   optional: false
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+  version: '4.0'
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   dependencies:
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-  url: https://conda.anaconda.org/conda-forge/linux-64/lame-3.100-h166bdaf_1003.tar.bz2
+    __glibc: '>=2.17,<3.0.a0'
+    libgcc: '>=14'
+    mpg123: '>=1.33.7,<1.34.0a0'
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 - name: lark
@@ -6112,20 +5293,6 @@ package:
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   category: main
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 - name: libabseil
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     bzip2: '>=1.0.8,<2.0a0'
-    libgcc: '>=14'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libarchive-3.8.9-gpl_hc2c16d8_100.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libarchive-3.8.9-gpl_h3152399_101.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libarrow-23.0.1-h3e48024_16_cpu.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libarrow-22.0.0-h3e48024_27_cpu.conda
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     libgcc: '>=14'
     libstdcxx: '>=14'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libarrow-acero-23.0.1-h635bf11_16_cpu.conda
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-    libarrow-acero: 23.0.1
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-    libarrow-acero: 23.0.1
-    libarrow-dataset: 23.0.1
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     libgcc: '>=14'
     libprotobuf: '>=6.33.5,<6.33.6.0a0'
     libstdcxx: '>=14'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libarrow-substrait-23.0.1-hb4dd7c2_16_cpu.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libarrow-substrait-22.0.0-hb4dd7c2_27_cpu.conda
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   optional: false
 - name: libavif16
@@ -6367,11 +5513,11 @@ package:
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-    libgcc: '>=14'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libbrotlicommon-1.2.0-hb03c661_1.conda
+    libgcc: '>=15'
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 - name: libbrotlidec
@@ -6381,11 +5527,11 @@ package:
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-    libgcc: '>=14'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libbrotlidec-1.2.0-hb03c661_1.conda
+    libgcc: '>=15'
+  url: https://conda.anaconda.org/conda-forge/linux-64/libbrotlidec-1.2.0-ha411449_3.conda
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   optional: false
 - name: libbrotlienc
@@ -6395,11 +5541,11 @@ package:
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-    libgcc: '>=14'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libbrotlienc-1.2.0-hb03c661_1.conda
+    libgcc: '>=15'
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 - name: libbtf
@@ -6497,17 +5643,17 @@ package:
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   dependencies:
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-    libgcc: '>=14'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libclang-cpp22.1-22.1.8-default_h08c5240_5.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libclang-cpp22.1-22.1.8-default_h0acdd01_9.conda
   hash:
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 - name: libclang13
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libclang13-22.1.8-default_h982d582_5.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libclang13-22.1.8-default_h5f7f9d4_9.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libcurl-8.21.0-heca4667_4.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libcurl-8.21.0-ha042cf0_5.conda
   hash:
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 - name: libcxsparse
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-- name: libdovi
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-    libgcc: '>=14'
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   dependencies:
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-    libgcc: '>=14'
+    libgcc: '>=15'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libdrm-2.4.127-hb03c661_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libdrm-2.4.129-h7cc23a3_0.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libglx-devel-1.7.0-ha4b6fd6_3.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libgomp-16.1.0-he0feb66_1.conda
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     libstdcxx: '>=14'
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+  version: 14.3.1
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-    libstdcxx: '>=14'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libhwy-1.4.0-h3a9caae_0.conda
+    libgcc: '>=15'
+    libstdcxx: '>=15'
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   dependencies:
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-    libgcc: '>=14'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libiconv-1.18-h3b78370_2.conda
+    libgcc: '>=15'
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 - name: libjpeg-turbo
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     libbrotlienc: '>=1.2.0,<1.3.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libjxl-0.12.0-h174a0a3_1.conda
+    libstdcxx: '>=15'
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   category: main
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 - name: libklu
@@ -7936,16 +7069,16 @@ package:
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   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    libgcc: '>=14'
-    libstdcxx: '>=14'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libllvm22-22.1.8-hf7376ad_1.conda
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 - name: liblzma
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     libgcc: '>=14'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libmpdec-4.0.0-hb03c661_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libmpdec-4.0.0-hb03c661_2.conda
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   category: main
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     hdf4: '>=4.2.15,<4.2.16.0a0'
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     libaec: '>=1.1.5,<2.0a0'
     libcurl: '>=8.21.0,<9.0a0'
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     zstd: '>=1.5.7,<1.6.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libnetcdf-4.10.0-nompi_he3e3c8e_205.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libnetcdf-4.10.0-nompi_h3fa17b5_205.conda
   hash:
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   category: main
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 - name: libnghttp2
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   dependencies:
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-    c-ares: '>=1.34.6,<2.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libnghttp2-1.68.1-h877daf1_0.conda
+    libgcc: '>=15'
+    libstdcxx: '>=15'
+    libzlib: '>=1.3.2,<2.0a0'
+    openssl: '>=3.5.7,<4.0a0'
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   hash:
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   category: main
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 - name: libnl
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   dependencies:
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-    libgcc: '>=13'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libnl-3.11.0-hb9d3cd8_0.conda
+    libgcc: '>=14'
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   category: main
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 - name: libnsl
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     libglvnd: 1.7.0
-  url: https://conda.anaconda.org/conda-forge/linux-64/libopengl-1.7.0-ha4b6fd6_3.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libopengl-1.7.0-ha4b6fd6_5.conda
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   category: main
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 - name: libopentelemetry-cpp
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   category: main
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-- name: libopenvino
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-  dependencies:
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-    libgcc: '>=14'
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-    tbb: '>=2023.0.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libopenvino-2026.2.1-h1f0fae8_0.conda
-  hash:
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-- name: libopenvino-auto-batch-plugin
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-  manager: conda
-  platform: linux-64
-  dependencies:
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-    libstdcxx: '>=14'
-    tbb: '>=2023.0.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libopenvino-auto-batch-plugin-2026.2.1-h7e124b3_0.conda
-  hash:
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-  category: main
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-- name: libopenvino-auto-plugin
-  version: 2026.2.1
-  manager: conda
-  platform: linux-64
-  dependencies:
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-    libgcc: '>=14'
-    libopenvino: 2026.2.1
-    libstdcxx: '>=14'
-    tbb: '>=2023.0.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libopenvino-auto-plugin-2026.2.1-h7e124b3_0.conda
-  hash:
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-    sha256: d66c56521195650637ce9a9ff69574c8cf6504de09fbe3a93f3570a48afef00c
-  category: main
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-- name: libopenvino-hetero-plugin
-  version: 2026.2.1
-  manager: conda
-  platform: linux-64
-  dependencies:
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-    libgcc: '>=14'
-    libopenvino: 2026.2.1
-    libstdcxx: '>=14'
-    pugixml: '>=1.15,<1.16.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libopenvino-hetero-plugin-2026.2.1-hd41364c_0.conda
-  hash:
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-    sha256: 6bb7e901f8dac9aede5129eac09d20019883863187413fea753932e012041d17
-  category: main
-  optional: false
-- name: libopenvino-intel-cpu-plugin
-  version: 2026.2.1
-  manager: conda
-  platform: linux-64
-  dependencies:
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-    libgcc: '>=14'
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-    libstdcxx: '>=14'
-    pugixml: '>=1.15,<1.16.0a0'
-    tbb: '>=2023.0.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libopenvino-intel-cpu-plugin-2026.2.1-h1f0fae8_0.conda
-  hash:
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-  category: main
-  optional: false
-- name: libopenvino-intel-gpu-plugin
-  version: 2026.2.1
-  manager: conda
-  platform: linux-64
-  dependencies:
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-    libgcc: '>=14'
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-    libstdcxx: '>=14'
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-    tbb: '>=2023.0.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libopenvino-intel-gpu-plugin-2026.2.1-h1f0fae8_0.conda
-  hash:
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-  category: main
-  optional: false
-- name: libopenvino-intel-npu-plugin
-  version: 2026.2.1
-  manager: conda
-  platform: linux-64
-  dependencies:
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-    level-zero: '>=1.29.0,<2.0a0'
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-    libstdcxx: '>=14'
-    pugixml: '>=1.15,<1.16.0a0'
-    tbb: '>=2023.0.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libopenvino-intel-npu-plugin-2026.2.1-h1f0fae8_0.conda
-  hash:
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-    sha256: 1e03f956529e14f0ee6592d69beb2e96f3b48e9d9b1e5431b54408ef337fcbfe
-  category: main
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-- name: libopenvino-ir-frontend
-  version: 2026.2.1
-  manager: conda
-  platform: linux-64
-  dependencies:
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libopus-1.6.1-h280c20c_0.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libpdal-cpd-2.10.1-h95a4fe6_3.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libpdal-draco-2.10.1-h95a4fe6_3.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libpdal-e57-2.10.1-hd29e177_3.conda
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-    hdf5: '>=2.1.0,<3.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libpdal-nitf-2.10.1-h1552d38_3.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libpdal-pgpointcloud-2.10.1-hfed96fc_3.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libpdal-tiledb-2.10.1-hb6c91a0_3.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libpdal-tiledb-2.10.1-hb6c91a0_0.conda
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 - name: libpdal-trajectory
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+  url: https://conda.anaconda.org/conda-forge/linux-64/libpdal-trajectory-2.10.1-hb4c3cf3_0.conda
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 - name: libpmix
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   optional: false
 - name: libprotobuf
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   optional: false
 - name: libpsl
-  version: 0.23.0
+  version: 0.23.1
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     icu: '>=78.3,<79.0a0'
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-    libstdcxx: '>=14'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libpsl-0.23.0-hf670292_0.conda
+    libgcc: '>=15'
+    libstdcxx: '>=15'
+  url: https://conda.anaconda.org/conda-forge/linux-64/libpsl-0.23.1-hd9e3e90_1.conda
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-    sha256: bbb184b81f28a868528b05a81db2448a232a762e47c983330d57b98e1211ae32
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 - name: libraqm
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   hash:
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-- name: librsvg
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-  manager: conda
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-    cairo: '>=1.18.4,<2.0a0'
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   category: main
   optional: false
 - name: librttopo
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   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    lame: '>=3.100,<3.101.0a0'
+    lame: '>=4.0,<4.1.0a0'
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     libgcc: '>=14'
     libogg: '>=1.3.5,<1.4.0a0'
-    libopus: '>=1.5.2,<2.0a0'
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     libvorbis: '>=1.3.7,<1.4.0a0'
-    mpg123: '>=1.32.9,<1.33.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libsndfile-1.2.2-hc7d488a_2.conda
+    mpg123: '>=1.33.7,<1.34.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/libsndfile-1.2.2-hbc6d301_3.conda
   hash:
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   category: main
   optional: false
 - name: libsodium
@@ -8843,11 +7722,11 @@ package:
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   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    libgcc: '>=14'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libsodium-1.0.22-h280c20c_1.conda
+    libgcc: '>=15'
+  url: https://conda.anaconda.org/conda-forge/linux-64/libsodium-1.0.22-hebe6cf0_2.conda
   hash:
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   category: main
   optional: false
 - name: libspatialindex
@@ -8933,12 +7812,12 @@ package:
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     icu: '>=78.3,<79.0a0'
-    libgcc: '>=14'
+    libgcc: '>=15'
     libzlib: '>=1.3.2,<2.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.53.4-hf4e2dac_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.53.4-h13e7031_1.conda
   hash:
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   category: main
   optional: false
 - name: libssh2
@@ -8947,13 +7826,13 @@ package:
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-    libgcc: '>=13'
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-    openssl: '>=3.5.0,<4.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libssh2-1.11.1-hcf80075_0.conda
+    libgcc: '>=14'
+    libzlib: '>=1.3.2,<2.0a0'
+    openssl: '>=3.5.7,<4.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/libssh2-1.11.1-h6154650_1.conda
   hash:
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   category: main
   optional: false
 - name: libstdcxx
@@ -8963,10 +7842,10 @@ package:
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     libgcc: 16.1.0
-  url: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-16.1.0-h934c35e_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-16.1.0-h934c35e_3.conda
   hash:
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   category: main
   optional: false
 - name: libstdcxx-ng
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   dependencies:
     libstdcxx: 16.1.0
-  url: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-16.1.0-hdf11a46_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-16.1.0-hdf11a46_3.conda
   hash:
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   category: main
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 - name: libsuitesparseconfig
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   category: main
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-    libgcc: '>=14'
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   manager: conda
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   category: main
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-- name: libusb
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-  manager: conda
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-    libgcc: '>=13'
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   category: main
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-- name: libva
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-    libdrm: '>=2.4.127,<2.5.0a0'
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-  category: main
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 - name: libvorbis
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   manager: conda
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   category: main
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-- name: libvpl
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-  manager: conda
-  platform: linux-64
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-  category: main
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-- name: libvpx
-  version: 1.15.2
-  manager: conda
-  platform: linux-64
-  dependencies:
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-    libgcc: '>=14'
-    libstdcxx: '>=14'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libvpx-1.15.2-hecca717_0.conda
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   manager: conda
   platform: linux-64
   dependencies:
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-    libgcc: '>=14'
-    libstdcxx: '>=14'
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     xorg-libxrandr: '>=1.5.5,<2.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libvulkan-loader-1.4.357.0-h5279c79_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libvulkan-loader-1.4.357.0-h0e34353_2.conda
   hash:
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   category: main
   optional: false
 - name: libwebp-base
@@ -9277,14 +8075,14 @@ package:
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   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    libgcc: '>=13'
+    libgcc: '>=15'
     pthread-stubs: ''
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-    xorg-libxdmcp: ''
-  url: https://conda.anaconda.org/conda-forge/linux-64/libxcb-1.17.0-h8a09558_0.conda
+    xorg-libxau: '>=1.0.12,<2.0a0'
+    xorg-libxdmcp: '>=1.1.5,<2.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/libxcb-1.17.0-hb83e432_1.conda
   hash:
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   category: main
   optional: false
 - name: libxcrypt
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     xorg-libxau: '>=1.0.12,<2.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libxkbcommon-1.13.2-hca5e8e5_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libxkbcommon-1.13.2-h51789e4_1.conda
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 - name: libxml2
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libxml2-2.15.3-h49c6c72_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libxml2-2.15.3-h49c6c72_1.conda
   hash:
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     libzlib: '>=1.3.2,<2.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/libxml2-16-2.15.3-hca6bf5a_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libxml2-16-2.15.3-hca6bf5a_1.conda
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 - name: libxml2-devel
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libxml2-devel-2.15.3-h49c6c72_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libxml2-devel-2.15.3-h49c6c72_1.conda
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 - name: libxslt
@@ -9458,7 +8256,7 @@ package:
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 - name: llvmlite
-  version: 0.48.0
+  version: 0.49.0
   manager: conda
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   dependencies:
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-  url: https://conda.anaconda.org/conda-forge/linux-64/llvmlite-0.48.0-py313h6b4ec16_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/llvmlite-0.49.0-py313h6b4ec16_0.conda
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@@ -9548,22 +8346,22 @@ package:
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 - name: lxml
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+  version: 6.1.2
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   dependencies:
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-  url: https://conda.anaconda.org/conda-forge/linux-64/lxml-6.1.1-py313h4a16004_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/lxml-6.1.2-py313h8b16a13_0.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/lz4-c-1.10.0-h5888daf_1.conda
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-    libgcc: '>=14'
-  url: https://conda.anaconda.org/conda-forge/linux-64/lzo-2.10-h280c20c_1002.conda
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     python: ''
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-  url: https://conda.anaconda.org/conda-forge/linux-64/numba-0.66.0-py313h5d5ffb9_1.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/numpy-2.4.6-py313hf6604e3_0.conda
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 - name: opencl-headers
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-- name: openh264
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+  url: https://conda.anaconda.org/conda-forge/linux-64/qt6-main-6.11.2-pl5321h9df5c37_0.conda
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 - name: rdma-core
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+  version: '63.1'
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     libudev1: '>=257.13'
-  url: https://conda.anaconda.org/conda-forge/linux-64/rdma-core-63.0-h192683f_1.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/readline-8.3-h853b02a_0.conda
+    libgcc: '>=15'
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   category: main
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-  url: https://conda.anaconda.org/conda-forge/linux-64/rpds-py-2026.6.3-py313hafbe609_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/rpds-py-2026.6.3-py313ha296275_0.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/ruamel.yaml.clib-0.2.15-py313h54dd161_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/ruamel.yaml.clib-0.2.15-py313hd42f317_2.conda
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   category: main
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-- name: secretstorage
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-    python_abi: 3.13.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/secretstorage-3.5.0-py313h78bf25f_0.conda
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   category: main
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-- name: shaderc
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-- name: shellingham
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-    python: '>=3.8'
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-- name: spirv-tools
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 - name: sqlalchemy
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+  version: 2.0.52
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     typing-extensions: '>=4.6.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/sqlalchemy-2.0.51-py313h54dd161_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/sqlalchemy-2.0.52-py313h54dd161_0.conda
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     icu: '>=78.3,<79.0a0'
-    libgcc: '>=14'
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     ncurses: '>=6.6,<7.0a0'
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-    python: '>=3.10'
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-  url: https://conda.anaconda.org/conda-forge/noarch/sqlite-anyio-0.2.10-pyhcf101f3_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/sqlite-3.53.4-h9ffa6c4_1.conda
   hash:
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-    python: '>=3.10'
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-    libgcc: '>=14'
-    libstdcxx: '>=14'
-  url: https://conda.anaconda.org/conda-forge/linux-64/svt-av1-4.2.0-hecca717_0.conda
+    libgcc: '>=15'
+    libstdcxx: '>=15'
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   hash:
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   dependencies:
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-    hdf5: '>=2.1.0,<3.0a0'
+    hdf5: '>=1.14.6,<1.14.7.0a0'
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     liblapack: '>=3.9.0,<4.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/tempest-remap-2.2.0-h83a3efc_11.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/tempest-remap-2.2.0-hff10d40_11.conda
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   optional: false
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+  version: 2026.8.23
   manager: conda
   platform: linux-64
   dependencies:
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     numpy: '>=2.1'
     python: '>=3.12'
-  url: https://conda.anaconda.org/conda-forge/noarch/tifffile-2026.7.31-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/tifffile-2026.8.23-pyhc364b38_0.conda
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   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    libgcc: '>=14'
+    libgcc: '>=15'
     libzlib: '>=1.3.2,<2.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_hd70dff1_3.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_h1df4ec4_4.conda
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-- name: typer
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-    shellingham: '>=1.3.0'
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   optional: false
 - name: typing-inspection
-  version: 0.4.3
+  version: 0.4.4
   manager: conda
   platform: linux-64
   dependencies:
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     typing_extensions: '>=4.15.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/typing-inspection-0.4.3-pyhcf101f3_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/typing-inspection-0.4.4-pyhcf101f3_0.conda
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-    ucx: '>=1.20.1,<1.20.2.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/ucc-1.8.0-hcedbda0_0.conda
+    ucx: '>=1.22.0,<1.22.1.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/ucc-1.8.0-h539fd1b_2.conda
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 - name: ucx
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     libgcc: '>=14'
     libstdcxx: '>=14'
-    rdma-core: '>=61.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/ucx-1.20.1-hbe80e26_0.conda
+    rdma-core: '>=63.0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/ucx-1.22.0-hb659a20_0.conda
   hash:
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 - name: ujson
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-- name: uncalled-for
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   category: main
   optional: false
+- name: uv
+  version: 0.12.5
+  manager: conda
+  platform: linux-64
+  dependencies:
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+    libgcc: '>=15'
+    libstdcxx: '>=15'
+  url: https://conda.anaconda.org/conda-forge/linux-64/uv-0.12.5-hec9e821_1.conda
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 - name: uvicorn
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+  version: 0.52.4
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     python: '>=3.10'
     typing_extensions: '>=4.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/uvicorn-0.52.1-pyhc90fa1f_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/uvicorn-0.52.4-pyhc90fa1f_0.conda
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 - name: vcs_versioning
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     typing_extensions: '>=4.1'
-  url: https://conda.anaconda.org/conda-forge/noarch/vcs_versioning-2.2.4-pyhcf101f3_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/vcs_versioning-2.3.1-pyhcf101f3_0.conda
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 - name: voila
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-- name: watchfiles
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-    anyio: '>=3.0.0'
-    libgcc: '>=14'
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-    python_abi: 3.13.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/watchfiles-1.2.0-py313hafbe609_1.conda
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     libexpat: '>=2.8.1,<3.0a0'
-    libffi: '>=3.5.2,<3.6.0a0'
+    libffi: '>=3.7.0,<3.8.0a0'
     libgcc: '>=14'
     libstdcxx: '>=14'
-  url: https://conda.anaconda.org/conda-forge/linux-64/wayland-1.26.0-hd6090a7_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/wayland-1.26.0-h1964d1d_1.conda
   hash:
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-- name: wayland-protocols
-  version: '1.49'
-  manager: conda
-  platform: linux-64
-  dependencies: {}
-  url: https://conda.anaconda.org/conda-forge/noarch/wayland-protocols-1.49-hd8ed1ab_0.conda
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   optional: false
 - name: widgetsnbextension
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+  version: 4.0.16
   manager: conda
   platform: linux-64
   dependencies:
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-  url: https://conda.anaconda.org/conda-forge/noarch/widgetsnbextension-4.0.15-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/widgetsnbextension-4.0.16-pyhd8ed1ab_0.conda
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   dependencies:
     libgcc-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/x264-1!164.3095-h166bdaf_2.tar.bz2
+  url: https://conda.anaconda.org/conda-forge/linux-64/x264-1%21164.3095-h166bdaf_2.tar.bz2
   hash:
     md5: 6c99772d483f566d59e25037fea2c4b1
     sha256: 175315eb3d6ea1f64a6ce470be00fa2ee59980108f246d3072ab8b977cb048a5
   category: main
   optional: false
-- name: x265
-  version: '3.5'
-  manager: conda
-  platform: linux-64
-  dependencies:
-    libgcc-ng: '>=10.3.0'
-    libstdcxx-ng: '>=10.3.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/x265-3.5-h924138e_3.tar.bz2
-  hash:
-    md5: e7f6ed84d4623d52ee581325c1587a6b
-    sha256: 76c7405bcf2af639971150f342550484efac18219c0203c5ee2e38b8956fe2a0
-  category: main
-  optional: false
 - name: xarray
   version: 2026.7.0
   manager: conda
@@ -15500,11 +13856,11 @@ package:
   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    libgcc: '>=13'
-  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-libice-1.1.2-hb9d3cd8_0.conda
+    libgcc: '>=14'
+  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-libice-1.1.2-h280c20c_0.conda
   hash:
-    md5: fb901ff28063514abb6046c9ec2c4a45
-    sha256: c12396aabb21244c212e488bbdc4abcdef0b7404b15761d9329f5a4a39113c4b
+    md5: 85c9442aec283b4e464fa9ecc484a2f3
+    sha256: 49b532d1df875c6749d9078b56a76f3f5db49a5abe0ca620b593ed474ef0ebf1
   category: main
   optional: false
 - name: xorg-libsm
@@ -15513,13 +13869,13 @@ package:
   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    libgcc: '>=13'
-    libuuid: '>=2.38.1,<3.0a0'
+    libgcc: '>=14'
+    libuuid: '>=2.42.2,<3.0a0'
     xorg-libice: '>=1.1.2,<2.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-libsm-1.2.6-he73a12e_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-libsm-1.2.6-h0d788c3_1.conda
   hash:
-    md5: 1c74ff8c35dcadf952a16f752ca5aa49
-    sha256: 277841c43a39f738927145930ff963c5ce4c4dacf66637a3d95d802a64173250
+    md5: aa7459ed9ad086ba11dda843d764b33d
+    sha256: ef907caee0665cf3b0f775602cc50e388e3bade8ce22ecade0873ff26604b2fd
   category: main
   optional: false
 - name: xorg-libx11
@@ -15530,10 +13886,10 @@ package:
     __glibc: '>=2.17,<3.0.a0'
     libgcc: '>=14'
     libxcb: '>=1.17.0,<2.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-libx11-1.8.13-he1eb515_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-libx11-1.8.13-he1eb515_1.conda
   hash:
-    md5: 861fb6ccbc677bb9a9fb2468430b9c6a
-    sha256: 516d4060139dbb4de49a4dcdc6317a9353fb39ebd47789c14e6fe52de0deee42
+    md5: 8c282bbe4808a3cc80a5c98e9aec1cfc
+    sha256: 68053eebfa9f0d91666786c8fb5839d989aa9b869add92cb8815228bb2d7302c
   category: main
   optional: false
 - name: xorg-libxau
@@ -15615,12 +13971,12 @@ package:
   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    libgcc: '>=14'
-    xorg-libx11: '>=1.8.12,<2.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxext-1.3.7-hb03c661_0.conda
+    libgcc: '>=15'
+    xorg-libx11: '>=1.8.13,<2.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxext-1.3.7-h7cc23a3_1.conda
   hash:
-    md5: 34e54f03dfea3e7a2dcf1453a85f1085
-    sha256: 79c60fc6acfd3d713d6340d3b4e296836a0f8c51602327b32794625826bd052f
+    md5: e5b6b28536b81b3f4cb20db4668a4642
+    sha256: aa9bbe8b278aacc194e280ff5037f9f9a1f2c5b33ed97de8e7f01cfbe90dda43
   category: main
   optional: false
 - name: xorg-libxfixes
@@ -15629,12 +13985,12 @@ package:
   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    libgcc: '>=14'
-    xorg-libx11: '>=1.8.12,<2.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxfixes-6.0.2-hb03c661_0.conda
+    libgcc: '>=15'
+    xorg-libx11: '>=1.8.13,<2.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxfixes-6.0.2-h7cc23a3_1.conda
   hash:
-    md5: ba231da7fccf9ea1e768caf5c7099b84
-    sha256: 83c4c99d60b8784a611351220452a0a85b080668188dce5dfa394b723d7b64f4
+    md5: 09132e874fe0e1f5e4492b0b6b904b6e
+    sha256: aec84f554fc897bf4085c7bc8b8f0740e4c224e13bca3cc51c93e7699d56f83a
   category: main
   optional: false
 - name: xorg-libxi
@@ -15643,14 +13999,14 @@ package:
   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    libgcc: '>=14'
+    libgcc: '>=15'
     xorg-libx11: '>=1.8.13,<2.0a0'
     xorg-libxext: '>=1.3.7,<2.0a0'
     xorg-libxfixes: '>=6.0.2,<7.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxi-1.8.3-hb03c661_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxi-1.8.3-h7cc23a3_1.conda
   hash:
-    md5: adba2e334082bb218db806d4c12277c9
-    sha256: 495f99c8eacfa4ae2d8fed2a7f2105777af89acdc204df145d2bbbc380ac631b
+    md5: a1412b2b1184dacda45f8476fef2cc25
+    sha256: a523d71344a2f640efe6fc42b88fc261d9cd389d4f9838a5d42dcdb120c2b0c8
   category: main
   optional: false
 - name: xorg-libxmu
@@ -15675,14 +14031,14 @@ package:
   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    libgcc: '>=14'
-    xorg-libx11: '>=1.8.12,<2.0a0'
-    xorg-libxext: '>=1.3.6,<2.0a0'
+    libgcc: '>=15'
+    xorg-libx11: '>=1.8.13,<2.0a0'
+    xorg-libxext: '>=1.3.7,<2.0a0'
     xorg-libxrender: '>=0.9.12,<0.10.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxrandr-1.5.5-hb03c661_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxrandr-1.5.5-h7cc23a3_1.conda
   hash:
-    md5: e192019153591938acf7322b6459d36e
-    sha256: 80ed047a5cb30632c3dc5804c7716131d767089f65877813d4ae855ee5c9d343
+    md5: 798a8c9d171859a022e1cb89e7d0eb10
+    sha256: 05a7f25d7f7f5cd32b27a019233ece97167fd8ade255bc13a0e49e53387f4c30
   category: main
   optional: false
 - name: xorg-libxrender
@@ -15691,12 +14047,12 @@ package:
   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    libgcc: '>=13'
-    xorg-libx11: '>=1.8.10,<2.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxrender-0.9.12-hb9d3cd8_0.conda
+    libgcc: '>=14'
+    xorg-libx11: '>=1.8.13,<2.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxrender-0.9.12-hb03c661_1.conda
   hash:
-    md5: 96d57aba173e878a2089d5638016dc5e
-    sha256: 044c7b3153c224c6cedd4484dd91b389d2d7fd9c776ad0f4a34f099b3389f4a1
+    md5: e470d224a7a5be1b1d021bded7abb536
+    sha256: 6901f91d398811e4ec89d7e20a69abac02a7bfebfaf073338b7ea3d1a99685b7
   category: main
   optional: false
 - name: xorg-libxscrnsaver
@@ -15733,14 +14089,14 @@ package:
   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    libgcc: '>=13'
-    xorg-libice: '>=1.1.1,<2.0a0'
-    xorg-libsm: '>=1.2.4,<2.0a0'
-    xorg-libx11: '>=1.8.10,<2.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxt-1.3.1-hb9d3cd8_0.conda
+    libgcc: '>=15'
+    xorg-libice: '>=1.1.2,<2.0a0'
+    xorg-libsm: '>=1.2.6,<2.0a0'
+    xorg-libx11: '>=1.8.13,<2.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxt-1.3.1-h7cc23a3_1.conda
   hash:
-    md5: 279b0de5f6ba95457190a1c459a64e31
-    sha256: a8afba4a55b7b530eb5c8ad89737d60d60bc151a03fbef7a2182461256953f0e
+    md5: 2121765de9c261e2a95ab9fc6efabefb
+    sha256: dff31677674be86f98ee929a796edf2cf7c78bf38610b122a63af9af752d5bf7
   category: main
   optional: false
 - name: xorg-libxtst
@@ -15749,14 +14105,14 @@ package:
   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    libgcc: '>=13'
-    xorg-libx11: '>=1.8.10,<2.0a0'
-    xorg-libxext: '>=1.3.6,<2.0a0'
-    xorg-libxi: '>=1.7.10,<2.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxtst-1.2.5-hb9d3cd8_3.conda
+    libgcc: '>=15'
+    xorg-libx11: '>=1.8.13,<2.0a0'
+    xorg-libxext: '>=1.3.7,<2.0a0'
+    xorg-libxi: '>=1.8.3,<2.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxtst-1.2.5-h7cc23a3_4.conda
   hash:
-    md5: 7bbe9a0cc0df0ac5f5a8ad6d6a11af2f
-    sha256: 752fdaac5d58ed863bbf685bb6f98092fe1a488ea8ebb7ed7b606ccfce08637a
+    md5: 752a5ac9322e0fbbc24146c1ce3ae44e
+    sha256: d66525e7b1c492aa179c6c55610fc8dfb0a9a62ea7d4fb9f904fa6af62127f61
   category: main
   optional: false
 - name: xorg-libxxf86vm
@@ -15819,11 +14175,11 @@ package:
   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    libgcc: '>=14'
-  url: https://conda.anaconda.org/conda-forge/linux-64/yaml-0.2.5-h280c20c_3.conda
+    libgcc: '>=15'
+  url: https://conda.anaconda.org/conda-forge/linux-64/yaml-0.2.5-hebe6cf0_3.conda
   hash:
-    md5: a77f85f77be52ff59391544bfe73390a
-    sha256: 6d9ea2f731e284e9316d95fa61869fe7bbba33df7929f82693c121022810f4ad
+    md5: e741576fb8f89821ac7c1c537322a33d
+    sha256: d164dfa75ecd538f6fd68765defcc06aa875bc697b9b215362d79a2a73125dd0
   category: main
   optional: false
 - name: yarl
@@ -15844,33 +14200,6 @@ package:
     sha256: 81108726ef11c75ee801fecfd3bb8771ae26f344a8d0a7eb5524b126107f1d1e
   category: main
   optional: false
-- name: yjs-widgets
-  version: 0.4.0
-  manager: conda
-  platform: linux-64
-  dependencies:
-    python: '>=3.9'
-  url: https://conda.anaconda.org/conda-forge/noarch/yjs-widgets-0.4.0-pyhd8ed1ab_0.conda
-  hash:
-    md5: 879c55bca00674dadb16376818c1cb33
-    sha256: 398a3fc17dbeb999cce55e0557134d046c51eed9997b2475953985e9426e721f
-  category: main
-  optional: false
-- name: ypywidgets
-  version: 0.9.9
-  manager: conda
-  platform: linux-64
-  dependencies:
-    comm: '>=0.1.4,<1'
-    pycrdt: '>=0.9.0,<0.15.0'
-    python: '>=3.10'
-    reacttrs: '>=0.2.1,<0.3.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/ypywidgets-0.9.9-pyhd8ed1ab_0.conda
-  hash:
-    md5: fcad3221bfa3e747ed542f42b272df58
-    sha256: 543179b25f23002ea89b7e282c05f1223274b69344af08b52e39d842a007433e
-  category: main
-  optional: false
 - name: zarr
   version: 2.18.7
   manager: conda
@@ -15961,12 +14290,12 @@ package:
   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    libgcc: '>=14'
-    libstdcxx: '>=14'
-  url: https://conda.anaconda.org/conda-forge/linux-64/zlib-ng-2.3.3-hceb46e0_1.conda
+    libgcc: '>=15'
+    libstdcxx: '>=15'
+  url: https://conda.anaconda.org/conda-forge/linux-64/zlib-ng-2.3.3-hce19668_1.conda
   hash:
-    md5: 2aadb0d17215603a82a2a6b0afd9a4cb
-    sha256: ea4e50c465d70236408cb0bfe0115609fd14db1adcd8bd30d8918e0291f8a75f
+    md5: 1726acec19beeed1c764385cd8622405
+    sha256: 8b786bb4380fa69a718b08a400040b865bc9207eda337e0a1955717c3c3a9403
   category: main
   optional: false
 - name: zstd
@@ -15975,10 +14304,10 @@ package:
   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    libzlib: '>=1.3.1,<2.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_6.conda
+    libzlib: '>=1.3.2,<2.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_7.conda
   hash:
-    md5: 4a13eeac0b5c8e5b8ab496e6c4ddd829
-    sha256: 68f0206ca6e98fea941e5717cec780ed2873ffabc0e1ed34428c061e2c6268c7
+    md5: aa459086047c0e5e27023ab19f8cb86a
+    sha256: 47d682b9f6d6ec9eb1a6e6c3e75ea6273e899e78fb7fc59f81d39745009fbc60
   category: main
   optional: false
diff --git a/environment.yml b/environment.yml
index 256e2a5..b52a62a 100644
--- a/environment.yml
+++ b/environment.yml
@@ -40,7 +40,15 @@ dependencies:
   # Jupyter tools
   - ipython~=8.17
   - ipywidgets>=8.1
-  - jupyter-ai~=3.0.0
+  # uv is used by the appendix post-build step to install the jupyter-ai
+  # pre-release from PyPI (see install-jupyter-ai-prerelease.sh).
+  - uv
+  # jupyter-ai is installed as a pre-release (3.2.0a0) from PyPI via uv in the
+  # appendix (see install-jupyter-ai-prerelease.sh), because conda-forge does
+  # not yet ship 3.2.x. Keep this commented out until Jupyter AI v3.2.0 is on
+  # conda-forge, then re-enable it here (bumped to ~=3.2.0) and drop the
+  # appendix post-build step.
+  # - jupyter-ai~=3.0.0
   # - jupyter-collaboration~=2.0.1
   - jupyter-offlinenotebook>=0.3
 
@@ -53,7 +61,9 @@ dependencies:
   - jupyterlab-h5web~=11.1
   - jupyterlab-myst>=2.4
   - jupyterlab_pygments>=0.3 # To bring extension up-to-date
-  - jupytergis>=0.5
+  # jupytergis pulls in jupyter-collaboration (RTC), which we are keeping out of
+  # this image. Removed until it can be installed without the RTC dependency.
+  # - jupytergis>=0.5
   - jupytext>=1.17
   - nbdime>=4.0