diff --git a/conda-lock.yml b/conda-lock.yml
index 0d3c7381..29d4ac44 100644
--- a/conda-lock.yml
+++ b/conda-lock.yml
@@ -11,13 +11,13 @@
 # To update a single package to the latest version compatible with the version constraints in the source:
 #     conda-lock lock  --lockfile conda-lock.yml --update PACKAGE
 # To re-solve the entire environment, e.g. after changing a version constraint in the source file:
-#     conda-lock -f pyproject.toml -f dev/constraints.yml -f dev/environment.yml --lockfile conda-lock.yml
+#     conda-lock -f pyproject.toml -f dev/constraints.yml -f dev/environment.yml -f dev/poprox-concepts-dynamic-constraint.yml --lockfile conda-lock.yml
 version: 1
 metadata:
   content_hash:
-    win-64: 4a99f8966177705ed15daa94c0248f22eb7129004e3c9a8f63300b399ece59d9
-    linux-64: af8c5dab8e70b599089a170ae35abdb70520dd0d33256227c7d1e99c4ae93e00
-    osx-arm64: ef25d38afab172c479d842a6749ed07936499a7845ab98feb8b67ae36bea5d9c
+    win-64: cb7a90e934d48537384d9e67d65ccf4537287c6f8988c52b1c736b087a619538
+    linux-64: a5396cbd0ba73e957795987d5782d0a89de21f7d0e0730559e902c3fcaee4086
+    osx-arm64: d7d958743cf948626156bbc97e183bd75fc9e20f6219ee359816a3f8589bf6fc
   channels:
   - url: pytorch
     used_env_vars: []
@@ -31,6 +31,7 @@ metadata:
   - pyproject.toml
   - dev/constraints.yml
   - dev/environment.yml
+  - dev/poprox-concepts-dynamic-constraint.yml
 package:
 - name: _libgcc_mutex
   version: '0.1'
@@ -528,6 +529,42 @@ package:
     sha256: 45ae2d41f4a4dcf8707633d3d7ae376fc62f0c09b1d063c3049c3f6f8c911670
   category: dev
   optional: true
+- name: argcomplete
+  version: 3.4.0
+  manager: conda
+  platform: linux-64
+  dependencies:
+    python: '>=3.8'
+  url: https://conda.anaconda.org/conda-forge/noarch/argcomplete-3.4.0-pyhd8ed1ab_0.conda
+  hash:
+    md5: 9f736cae0da3365a4dbbfbadfac9f3a2
+    sha256: 34e15a1b98cac5de0501f0fe7a36c0ea12ffb4270215b97a6d95d3b37c7328fb
+  category: dev
+  optional: true
+- name: argcomplete
+  version: 3.4.0
+  manager: conda
+  platform: osx-arm64
+  dependencies:
+    python: '>=3.8'
+  url: https://conda.anaconda.org/conda-forge/noarch/argcomplete-3.4.0-pyhd8ed1ab_0.conda
+  hash:
+    md5: 9f736cae0da3365a4dbbfbadfac9f3a2
+    sha256: 34e15a1b98cac5de0501f0fe7a36c0ea12ffb4270215b97a6d95d3b37c7328fb
+  category: dev
+  optional: true
+- name: argcomplete
+  version: 3.4.0
+  manager: conda
+  platform: win-64
+  dependencies:
+    python: '>=3.8'
+  url: https://conda.anaconda.org/conda-forge/noarch/argcomplete-3.4.0-pyhd8ed1ab_0.conda
+  hash:
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+    sha256: 34e15a1b98cac5de0501f0fe7a36c0ea12ffb4270215b97a6d95d3b37c7328fb
+  category: dev
+  optional: true
 - name: argon2-cffi
   version: 23.1.0
   manager: conda
@@ -890,16 +927,16 @@ package:
   manager: conda
   platform: linux-64
   dependencies:
-    aws-c-cal: '>=0.6.15,<0.6.16.0a0'
+    aws-c-cal: '>=0.7.0,<0.7.1.0a0'
     aws-c-common: '>=0.9.23,<0.9.24.0a0'
     aws-c-http: '>=0.8.2,<0.8.3.0a0'
     aws-c-io: '>=0.14.9,<0.14.10.0a0'
     aws-c-sdkutils: '>=0.1.16,<0.1.17.0a0'
     libgcc-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-auth-0.7.22-hf36ad8f_6.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-auth-0.7.22-heee8711_7.conda
   hash:
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   category: main
   optional: false
 - name: aws-c-auth
@@ -908,15 +945,15 @@ package:
   platform: osx-arm64
   dependencies:
     __osx: '>=11.0'
-    aws-c-cal: '>=0.6.15,<0.6.16.0a0'
+    aws-c-cal: '>=0.7.0,<0.7.1.0a0'
     aws-c-common: '>=0.9.23,<0.9.24.0a0'
     aws-c-http: '>=0.8.2,<0.8.3.0a0'
     aws-c-io: '>=0.14.9,<0.14.10.0a0'
     aws-c-sdkutils: '>=0.1.16,<0.1.17.0a0'
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/aws-c-auth-0.7.22-h3776fb2_6.conda
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/aws-c-auth-0.7.22-haa5a189_7.conda
   hash:
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-    sha256: f5782cdbfb47e7d8a69a97eab6a7494f0c6e15b98be847021f1044c9fd450ffc
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   category: main
   optional: false
 - name: aws-c-auth
@@ -924,7 +961,7 @@ package:
   manager: conda
   platform: win-64
   dependencies:
-    aws-c-cal: '>=0.6.15,<0.6.16.0a0'
+    aws-c-cal: '>=0.7.0,<0.7.1.0a0'
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     aws-c-http: '>=0.8.2,<0.8.3.0a0'
     aws-c-io: '>=0.14.9,<0.14.10.0a0'
@@ -932,41 +969,41 @@ package:
     ucrt: '>=10.0.20348.0'
     vc: '>=14.2,<15'
     vc14_runtime: '>=14.29.30139'
-  url: https://conda.anaconda.org/conda-forge/win-64/aws-c-auth-0.7.22-ha1d026d_6.conda
+  url: https://conda.anaconda.org/conda-forge/win-64/aws-c-auth-0.7.22-hbd1ec33_7.conda
   hash:
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+    sha256: 9daac2732aba42c6964db0bd8ad36c65c8d650afa000e66ea0b7423f735439ec
   category: main
   optional: false
 - name: aws-c-cal
-  version: 0.6.15
+  version: 0.7.0
   manager: conda
   platform: linux-64
   dependencies:
     aws-c-common: '>=0.9.23,<0.9.24.0a0'
     libgcc-ng: '>=12'
     openssl: '>=3.3.1,<4.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-cal-0.6.15-h816f305_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-cal-0.7.0-h816f305_0.conda
   hash:
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-    sha256: 550a0e162474e8c14b8ed0fa21c261d838ee64fc148a0f8439469c811dbcd93c
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+    sha256: ad48652b619b3af551b64ac14866a5e398f373a1d78ed9d2c55ec06f1662ae25
   category: main
   optional: false
 - name: aws-c-cal
-  version: 0.6.15
+  version: 0.7.0
   manager: conda
   platform: osx-arm64
   dependencies:
     __osx: '>=11.0'
     aws-c-common: '>=0.9.23,<0.9.24.0a0'
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/aws-c-cal-0.6.15-h94d0942_1.conda
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/aws-c-cal-0.7.0-h94d0942_0.conda
   hash:
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   category: main
   optional: false
 - name: aws-c-cal
-  version: 0.6.15
+  version: 0.7.0
   manager: conda
   platform: win-64
   dependencies:
@@ -974,10 +1011,10 @@ package:
     ucrt: '>=10.0.20348.0'
     vc: '>=14.2,<15'
     vc14_runtime: '>=14.29.30139'
-  url: https://conda.anaconda.org/conda-forge/win-64/aws-c-cal-0.6.15-hea5f451_1.conda
+  url: https://conda.anaconda.org/conda-forge/win-64/aws-c-cal-0.7.0-hea5f451_0.conda
   hash:
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-    sha256: e7a7547003d2e1238a9b34aa520d70487b261b7d18d14e0f1ed965a10b8243a2
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+    sha256: f74aacdca3fc095c06143185583c5a3ceb996430c363b358513e1c88fc87b217
   category: main
   optional: false
 - name: aws-c-common
@@ -1113,15 +1150,15 @@ package:
   manager: conda
   platform: linux-64
   dependencies:
-    aws-c-cal: '>=0.6.15,<0.6.16.0a0'
+    aws-c-cal: '>=0.7.0,<0.7.1.0a0'
     aws-c-common: '>=0.9.23,<0.9.24.0a0'
     aws-c-compression: '>=0.2.18,<0.2.19.0a0'
     aws-c-io: '>=0.14.9,<0.14.10.0a0'
     libgcc-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-http-0.8.2-h75ac8c9_3.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-http-0.8.2-had8cc17_4.conda
   hash:
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   category: main
   optional: false
 - name: aws-c-http
@@ -1130,14 +1167,14 @@ package:
   platform: osx-arm64
   dependencies:
     __osx: '>=11.0'
-    aws-c-cal: '>=0.6.15,<0.6.16.0a0'
+    aws-c-cal: '>=0.7.0,<0.7.1.0a0'
     aws-c-common: '>=0.9.23,<0.9.24.0a0'
     aws-c-compression: '>=0.2.18,<0.2.19.0a0'
     aws-c-io: '>=0.14.9,<0.14.10.0a0'
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/aws-c-http-0.8.2-h4f006d9_3.conda
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/aws-c-http-0.8.2-h638bd1a_4.conda
   hash:
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   category: main
   optional: false
 - name: aws-c-http
@@ -1145,17 +1182,17 @@ package:
   manager: conda
   platform: win-64
   dependencies:
-    aws-c-cal: '>=0.6.15,<0.6.16.0a0'
+    aws-c-cal: '>=0.7.0,<0.7.1.0a0'
     aws-c-common: '>=0.9.23,<0.9.24.0a0'
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     vc: '>=14.2,<15'
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-  url: https://conda.anaconda.org/conda-forge/win-64/aws-c-http-0.8.2-hb4b72d7_3.conda
+  url: https://conda.anaconda.org/conda-forge/win-64/aws-c-http-0.8.2-h0d3dc49_4.conda
   hash:
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   category: main
   optional: false
 - name: aws-c-io
@@ -1163,14 +1200,14 @@ package:
   manager: conda
   platform: linux-64
   dependencies:
-    aws-c-cal: '>=0.6.15,<0.6.16.0a0'
+    aws-c-cal: '>=0.7.0,<0.7.1.0a0'
     aws-c-common: '>=0.9.23,<0.9.24.0a0'
     libgcc-ng: '>=12'
-    s2n: '>=1.4.16,<1.4.17.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-io-0.14.9-hd3d3696_3.conda
+    s2n: '>=1.4.17,<1.4.18.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-io-0.14.9-h37d6bf3_5.conda
   hash:
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   category: main
   optional: false
 - name: aws-c-io
@@ -1179,12 +1216,12 @@ package:
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   dependencies:
     __osx: '>=11.0'
-    aws-c-cal: '>=0.6.15,<0.6.16.0a0'
+    aws-c-cal: '>=0.7.0,<0.7.1.0a0'
     aws-c-common: '>=0.9.23,<0.9.24.0a0'
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/aws-c-io-0.14.9-ha70251c_3.conda
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/aws-c-io-0.14.9-hf0e3e08_5.conda
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   category: main
   optional: false
 - name: aws-c-io
@@ -1192,15 +1229,15 @@ package:
   manager: conda
   platform: win-64
   dependencies:
-    aws-c-cal: '>=0.6.15,<0.6.16.0a0'
+    aws-c-cal: '>=0.7.0,<0.7.1.0a0'
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-  url: https://conda.anaconda.org/conda-forge/win-64/aws-c-io-0.14.9-h5ec1eae_3.conda
+  url: https://conda.anaconda.org/conda-forge/win-64/aws-c-io-0.14.9-h5623c2f_5.conda
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   category: main
   optional: false
 - name: aws-c-mqtt
@@ -1251,49 +1288,49 @@ package:
   category: main
   optional: false
 - name: aws-c-s3
-  version: 0.5.10
+  version: 0.6.0
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+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-s3-0.6.0-h1f67ec3_0.conda
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-  url: https://conda.anaconda.org/conda-forge/osx-arm64/aws-c-s3-0.5.10-h6cb31ac_4.conda
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/aws-c-s3-0.6.0-h11f64d3_0.conda
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   optional: false
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+  version: 0.6.0
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     vc14_runtime: '>=14.29.30139'
-  url: https://conda.anaconda.org/conda-forge/win-64/aws-c-s3-0.5.10-h7545387_4.conda
+  url: https://conda.anaconda.org/conda-forge/win-64/aws-c-s3-0.6.0-hce3953d_0.conda
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   hash:
-    md5: f710d249ab10c0cc4b47806ceec603e0
-    sha256: e2f4fa2c265ebf25b6eee47d6543ce2b47fa6462e15d58f905f3202308ac3cda
+    md5: 46e7cf04c2a67603ff58a2d9b8ca128a
+    sha256: 60f67658fe153e37da2bda1847eb8b5142d4ff721308f5bf80e4548fa2425b0f
   category: main
   optional: false
 - name: scmrepo
@@ -16368,14 +16465,14 @@ package:
   manager: conda
   platform: win-64
   dependencies:
-    libhwloc: '>=2.10.0,<2.10.1.0a0'
+    libhwloc: '>=2.11.0,<2.11.1.0a0'
     ucrt: '>=10.0.20348.0'
     vc: '>=14.2,<15'
     vc14_runtime: '>=14.29.30139'
-  url: https://conda.anaconda.org/conda-forge/win-64/tbb-2021.12.0-hc790b64_1.conda
+  url: https://conda.anaconda.org/conda-forge/win-64/tbb-2021.12.0-hc790b64_2.conda
   hash:
-    md5: e98333643abc739ebea1bac97a479828
-    sha256: 87461c83a4f0d4f119af7368f20c47bbe0c27d963a7c22a3d08c71075077f855
+    md5: 3d6620dda0ba48d457fb722adfad5963
+    sha256: e41d0d07bbabc0144292fd28e871f54828eaa10da27e50c8b8cf5dad9a2f3a92
   category: main
   optional: false
 - name: terminado
@@ -16550,6 +16647,30 @@ package:
     sha256: bd8058dab28ba1499c8a2cde21ed54399baedc2a5b4da668ba1bb4e49f23b914
   category: main
   optional: false
+- name: toml
+  version: 0.10.2
+  manager: conda
+  platform: linux-64
+  dependencies:
+    python: '>=2.7'
+  url: https://conda.anaconda.org/conda-forge/noarch/toml-0.10.2-pyhd8ed1ab_0.tar.bz2
+  hash:
+    md5: f832c45a477c78bebd107098db465095
+    sha256: f0f3d697349d6580e4c2f35ba9ce05c65dc34f9f049e85e45da03800b46139c1
+  category: dev
+  optional: true
+- name: toml
+  version: 0.10.2
+  manager: conda
+  platform: osx-arm64
+  dependencies:
+    python: '>=2.7'
+  url: https://conda.anaconda.org/conda-forge/noarch/toml-0.10.2-pyhd8ed1ab_0.tar.bz2
+  hash:
+    md5: f832c45a477c78bebd107098db465095
+    sha256: f0f3d697349d6580e4c2f35ba9ce05c65dc34f9f049e85e45da03800b46139c1
+  category: dev
+  optional: true
 - name: tomli
   version: 2.0.1
   manager: conda
@@ -17395,44 +17516,44 @@ package:
   category: dev
   optional: true
 - name: uv
-  version: 0.2.21
+  version: 0.2.22
   manager: conda
   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
     libgcc-ng: '>=12'
     libstdcxx-ng: '>=12'
-  url: https://conda.anaconda.org/conda-forge/linux-64/uv-0.2.21-he0f44a0_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/uv-0.2.22-he0f44a0_0.conda
   hash:
-    md5: f920777e0442b5b1fefcdb3a237b04a1
-    sha256: 2a6225d8396cc1e2ef3d8656a335d842c9922e851f3dbd5ec5819db83e327477
+    md5: 270be8dc745cf94614531e695f60939e
+    sha256: 9260b7fd26d9fb97183b1b5b3db91d8ee04c6ecaae97d609042824cc53a7cf0c
   category: dev
   optional: true
 - name: uv
-  version: 0.2.21
+  version: 0.2.22
   manager: conda
   platform: osx-arm64
   dependencies:
     __osx: '>=11.0'
     libcxx: '>=16'
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/uv-0.2.21-hc069d6b_0.conda
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/uv-0.2.22-hc069d6b_0.conda
   hash:
-    md5: 22c7d2521a13af5ee5bcbdf8fed6e240
-    sha256: a8921cab8d2d6b2834a2e2d2f3e49118e15a4377a1a3caf4c3c430db5e6d8960
+    md5: 60c9ec1caa094aac0576b03f73cf6a0c
+    sha256: c3fac56b9b19e91bd79db7176770115cea82b237f6d36a8dae3d1fcd0b540936
   category: dev
   optional: true
 - name: uv
-  version: 0.2.21
+  version: 0.2.22
   manager: conda
   platform: win-64
   dependencies:
     ucrt: '>=10.0.20348.0'
     vc: '>=14.2,<15'
     vc14_runtime: '>=14.29.30139'
-  url: https://conda.anaconda.org/conda-forge/win-64/uv-0.2.21-ha08ef0e_0.conda
+  url: https://conda.anaconda.org/conda-forge/win-64/uv-0.2.22-ha08ef0e_0.conda
   hash:
-    md5: a43b8a976967b8b3bf497913b036435b
-    sha256: fa708c7a7d68ac7a5a329c4680b168d016d9540f82558d2b8de73bee8cb1de0b
+    md5: ebaad5e6c914101f65fbc28a6b9d1983
+    sha256: 47b19fb758dbebf48b4ee479c13ed0519b0af3ce1030b0278d50ac29b0cac4f8
   category: dev
   optional: true
 - name: vc
@@ -17835,6 +17956,42 @@ package:
     sha256: e8209b3ebdde15834b59101fd14a7f293d868d2fbad2dcd634357cc3406f1052
   category: main
   optional: false
+- name: xmltodict
+  version: 0.13.0
+  manager: conda
+  platform: linux-64
+  dependencies:
+    python: '>=3.6'
+  url: https://conda.anaconda.org/conda-forge/noarch/xmltodict-0.13.0-pyhd8ed1ab_0.tar.bz2
+  hash:
+    md5: b5b33faed6ed2b4ba47a690b8f5c0818
+    sha256: eb40b33ae953e0020406318c9be0eb6edf62f3aa8e64ab0bf1953440b1a92763
+  category: dev
+  optional: true
+- name: xmltodict
+  version: 0.13.0
+  manager: conda
+  platform: osx-arm64
+  dependencies:
+    python: '>=3.6'
+  url: https://conda.anaconda.org/conda-forge/noarch/xmltodict-0.13.0-pyhd8ed1ab_0.tar.bz2
+  hash:
+    md5: b5b33faed6ed2b4ba47a690b8f5c0818
+    sha256: eb40b33ae953e0020406318c9be0eb6edf62f3aa8e64ab0bf1953440b1a92763
+  category: dev
+  optional: true
+- name: xmltodict
+  version: 0.13.0
+  manager: conda
+  platform: win-64
+  dependencies:
+    python: '>=3.6'
+  url: https://conda.anaconda.org/conda-forge/noarch/xmltodict-0.13.0-pyhd8ed1ab_0.tar.bz2
+  hash:
+    md5: b5b33faed6ed2b4ba47a690b8f5c0818
+    sha256: eb40b33ae953e0020406318c9be0eb6edf62f3aa8e64ab0bf1953440b1a92763
+  category: dev
+  optional: true
 - name: xorg-kbproto
   version: 1.0.7
   manager: conda
@@ -18291,6 +18448,60 @@ package:
     sha256: 647a7f6395be44b82a3dd4ad58d02fd1ce56cca19083061cbb118f788c0f31e5
   category: main
   optional: false
+- name: yq
+  version: 3.4.3
+  manager: conda
+  platform: linux-64
+  dependencies:
+    argcomplete: '>=1.8.1'
+    jq: ''
+    python: '>=3.6'
+    pyyaml: '>=5.3.1'
+    setuptools: ''
+    toml: '>=0.10.0'
+    tomlkit: '>=0.11.6'
+    xmltodict: '>=0.11.0'
+  url: https://conda.anaconda.org/conda-forge/noarch/yq-3.4.3-pyhd8ed1ab_0.conda
+  hash:
+    md5: b5a8334311d5f6751cce8281ab6458d3
+    sha256: a3b3760a78c0127e725e95a7085dab2c9921a61c9adc7e5bb202261a20d917d4
+  category: dev
+  optional: true
+- name: yq
+  version: 3.4.3
+  manager: conda
+  platform: osx-arm64
+  dependencies:
+    setuptools: ''
+    jq: ''
+    python: '>=3.6'
+    pyyaml: '>=5.3.1'
+    toml: '>=0.10.0'
+    xmltodict: '>=0.11.0'
+    argcomplete: '>=1.8.1'
+    tomlkit: '>=0.11.6'
+  url: https://conda.anaconda.org/conda-forge/noarch/yq-3.4.3-pyhd8ed1ab_0.conda
+  hash:
+    md5: b5a8334311d5f6751cce8281ab6458d3
+    sha256: a3b3760a78c0127e725e95a7085dab2c9921a61c9adc7e5bb202261a20d917d4
+  category: dev
+  optional: true
+- name: yq
+  version: 2.10.1
+  manager: conda
+  platform: win-64
+  dependencies:
+    python: ''
+    setuptools: ''
+    pyyaml: '>=3.11'
+    xmltodict: '>=0.11.0'
+    argcomplete: '>=1.8.1'
+  url: https://conda.anaconda.org/conda-forge/noarch/yq-2.10.1-pyh9f0ad1d_0.tar.bz2
+  hash:
+    md5: 0ef921609da832a30132e3a643752551
+    sha256: cfd97840f9fa6a8d7b0db1c29dfe2101967d49746f4f1bd05d196c67c87835fe
+  category: dev
+  optional: true
 - name: zc.lockfile
   version: 3.0.post1
   manager: conda
diff --git a/dev/.gitignore b/dev/.gitignore
new file mode 100644
index 00000000..12d88b33
--- /dev/null
+++ b/dev/.gitignore
@@ -0,0 +1 @@
+*-dynamic-constraint.yml
diff --git a/dev/environment.yml b/dev/environment.yml
index 1c1cdd9d..b6e43da7 100644
--- a/dev/environment.yml
+++ b/dev/environment.yml
@@ -9,6 +9,7 @@ dependencies:
   - dvc >=3.51,<4
   - dvc-s3
   - conda-lock >=2.5,<3
+  - yq
   - hatch
   # dependencies for development scripts
   - docopt >=0.6
diff --git a/dev/update-dep-lock.sh b/dev/update-dep-lock.sh
index ce858905..66851a47 100755
--- a/dev/update-dep-lock.sh
+++ b/dev/update-dep-lock.sh
@@ -1,14 +1,62 @@
-#!/bin/sh
+#!/bin/bash
 
 # TODO: add option to update only our dependencies once conda-lock bug is fixed
 # bug url: https://github.com/conda/conda-lock/issues/652
 
+freeze_concepts=no
+
 # make sure we're in the right directory
-if [ ! -f pyproject.toml ]; then
+if [[ ! -f pyproject.toml ]]; then
     echo "this script must be run from the project root" >&2
     exit 64
 fi
 
+while [[ -n "$1" ]]; do
+    case "$1" in
+    --freeze-concepts)
+        freeze_concepts=yes
+        shift
+        ;;
+    --*)
+        echo "invalid flag $1" >&2
+        exit 2
+        ;;
+    *)
+        echo "unexpected argument $1" >&2
+        exit 2
+        ;;
+    esac
+done
+
+declare -a lock_args
+lock_args=(-f pyproject.toml -f dev/environment.yml -f dev/constraints.yml)
+
+# check if we want to freeze popropx-concepts
+if [[ $freeze_concepts = yes ]]; then
+    declare -a concept_urls
+    # extract the currently-locked POPROX URL
+    concept_urls=($(yq '.package |map(select(.name == "poprox-concepts")) | map(.url) | unique() | join("\n")' conda-lock.yml))
+    if [[ ${#concept_urls[@]} -eq 1 ]]; then
+        echo "found locked poprox-concepts at $concept_urls"
+    elif [[ ${#concept_urls[@]} -eq 0 ]]; then
+        echo "ERROR: no poprox-concepts not found in lockfile" >&2
+        exit 3
+    else
+        echo "WARNING: lockfile has multiple poprox-concepts versions" >&2
+        for ver in "${concept_urls[@]}"; do
+            echo "- $ver" >&2
+        done
+        echo "using: ${concept_urls[0]}" >&2
+    fi
+
+    cat >dev/poprox-concepts-dynamic-constraint.yml <<EOF
+dependencies:
+- pip:
+    - ${concept_urls[0]}
+EOF
+    lock_args=("${lock_args[@]}" -f dev/poprox-concepts-dynamic-constraint.yml)
+fi
+
 # our dependencies require flexible resolution to work on Windows, because
 # conda-forge does not ship Windows binaries for current Torch versions.
 # If users have followed the Conda recommended defaults to enable strict
@@ -16,4 +64,5 @@ fi
 export CONDA_CHANNEL_PRIORITY=flexible
 
 # and run conda-lock
-exec conda-lock lock -f pyproject.toml -f dev/environment.yml -f dev/constraints.yml
+echo "+ conda-lock lock ${lock_args[*]}" >&2
+exec conda-lock lock "${lock_args[@]}"