diff --git a/pixi.lock b/pixi.lock
index fe9a5f5..c9f681b 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -1,206 +1,15 @@
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-- kind: conda
-  name: langchain-core
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   build: pyhd8ed1ab_0
   subdir: noarch
   noarch: python
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+  - orjson >=3.9.14,<4.0.0
   - pydantic >=1,<3
   - python >=3.8.1,<4.0
-  - pyyaml >=5.3
   - requests >=2.0.0,<3.0.0
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-- kind: conda
-  name: langchain-text-splitters
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-  constrains:
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   license: MIT
   license_family: MIT
-  size: 23292
-  timestamp: 1709389857154
+  size: 65035
+  timestamp: 1710903539776
 - kind: conda
   name: langsmith
   version: 0.1.31
@@ -2585,24 +2748,10 @@ packages:
   - requests >=2.0.0,<3.0.0
   license: MIT
   license_family: MIT
+  purls:
+  - pkg:pypi/langsmith
   size: 65035
   timestamp: 1710903539776
-- kind: conda
-  name: lcms2
-  version: '2.15'
-  build: hfd0df8a_0
-  subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/lcms2-2.15-hfd0df8a_0.conda
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-  timestamp: 1678211140434
 - kind: conda
   name: lcms2
   version: '2.16'
@@ -2632,21 +2781,6 @@ packages:
   license_family: GPL
   size: 704696
   timestamp: 1674833944779
-- kind: conda
-  name: lerc
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-  build: h27087fc_0
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-  md5: 76bbff344f0134279f225174e9064c8f
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-  - libstdcxx-ng >=12
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-  license_family: Apache
-  size: 281798
-  timestamp: 1657977462600
 - kind: conda
   name: lerc
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@@ -2718,45 +2852,156 @@ packages:
   size: 1144666
   timestamp: 1709160261245
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-  name: libblas
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-  md5: 91273b91f1023d5c72ffc79e02e7812e
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   depends:
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-  license: BSD-3-Clause
-  license_family: BSD
-  size: 203305
-  timestamp: 1603052017387
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+  - bzip2 >=1.0.8,<2.0a0
+  - glog >=0.7.0,<0.8.0a0
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+  - libabseil >=20240116.1,<20240117.0a0
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+  - libcxx >=16
+  license: Apache-2.0
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+  size: 483602
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+- kind: conda
+  name: libarrow-dataset
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+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libarrow-dataset-15.0.2-hebf3989_1_cpu.conda
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+  license: Apache-2.0
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+  size: 488259
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+- kind: conda
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+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libarrow-flight-15.0.2-h1f98dca_1_cpu.conda
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+  - libgrpc >=1.62.1,<1.63.0a0
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+  license: Apache-2.0
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+  size: 310848
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+  license: Apache-2.0
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+  - re2
+  license: Apache-2.0
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 - kind: conda
   name: libblas
   version: 3.9.0
@@ -2778,6 +3023,27 @@ packages:
   license_family: BSD
   size: 14691
   timestamp: 1705979549006
+- kind: conda
+  name: libblas
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+  build: 21_osx64_openblas
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+  subdir: osx-64
+  url: https://conda.anaconda.org/conda-forge/osx-64/libblas-3.9.0-21_osx64_openblas.conda
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+  - liblapacke 3.9.0 21_osx64_openblas
+  - blas * openblas
+  - liblapack 3.9.0 21_osx64_openblas
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 14822
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   name: libblas
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+  name: libbrotlicommon
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+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libbrotlicommon-1.1.0-hb547adb_1.conda
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+  md5: cd68f024df0304be41d29a9088162b02
+  license: MIT
+  license_family: MIT
+  size: 68579
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+- kind: conda
+  name: libbrotlidec
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+  build: hb547adb_1
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+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libbrotlidec-1.1.0-hb547adb_1.conda
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-  - liblapacke 3.9.0 20_osx64_openblas
-  - blas * openblas
-  license: BSD-3-Clause
-  license_family: BSD
-  size: 14648
-  timestamp: 1700568722960
+  - libbrotlicommon 1.1.0 hb547adb_1
+  license: MIT
+  license_family: MIT
+  size: 28928
+  timestamp: 1695990463780
+- kind: conda
+  name: libbrotlienc
+  version: 1.1.0
+  build: hb547adb_1
+  build_number: 1
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libbrotlienc-1.1.0-hb547adb_1.conda
+  sha256: 690dfc98e891ee1871c54166d30f6e22edfc2d7d6b29e7988dde5f1ce271c81a
+  md5: d7e077f326a98b2cc60087eaff7c730b
+  depends:
+  - libbrotlicommon 1.1.0 hb547adb_1
+  license: MIT
+  license_family: MIT
+  size: 280943
+  timestamp: 1695990509392
 - kind: conda
   name: libcblas
   version: 3.9.0
@@ -2837,6 +3127,25 @@ packages:
   license_family: BSD
   size: 14614
   timestamp: 1705979564122
+- kind: conda
+  name: libcblas
+  version: 3.9.0
+  build: 21_osx64_openblas
+  build_number: 21
+  subdir: osx-64
+  url: https://conda.anaconda.org/conda-forge/osx-64/libcblas-3.9.0-21_osx64_openblas.conda
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+  md5: 7a1b54774bad723e8ba01ca48eb301b5
+  depends:
+  - libblas 3.9.0 21_osx64_openblas
+  constrains:
+  - liblapacke 3.9.0 21_osx64_openblas
+  - blas * openblas
+  - liblapack 3.9.0 21_osx64_openblas
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 14715
+  timestamp: 1705979715508
 - kind: conda
   name: libcblas
   version: 3.9.0
@@ -2857,25 +3166,38 @@ packages:
   size: 14800
   timestamp: 1705980195551
 - kind: conda
-  name: libcblas
-  version: 3.9.0
-  build: 5_h92ddd45_netlib
-  build_number: 5
-  subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/libcblas-3.9.0-5_h92ddd45_netlib.tar.bz2
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-  md5: 6a3f536ec30f6e6948211a07b1d04ced
+  name: libcrc32c
+  version: 1.1.2
+  build: hbdafb3b_0
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libcrc32c-1.1.2-hbdafb3b_0.tar.bz2
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+  md5: 32bd82a6a625ea6ce090a81c3d34edeb
   depends:
-  - libblas 3.9.0.*
-  - libgcc-ng >=9.3.0
-  - libgfortran-ng
-  - libgfortran5 >=9.3.0
-  track_features:
-  - blas_netlib
+  - libcxx >=11.1.0
   license: BSD-3-Clause
   license_family: BSD
-  size: 55516
-  timestamp: 1618011709500
+  size: 18765
+  timestamp: 1633683992603
+- kind: conda
+  name: libcurl
+  version: 8.6.0
+  build: h2d989ff_0
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libcurl-8.6.0-h2d989ff_0.conda
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+  md5: 3c0b1d8a9c8952e97c240fe0133dd27e
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+  - libnghttp2 >=1.58.0,<2.0a0
+  - libssh2 >=1.11.0,<2.0a0
+  - libzlib >=1.2.13,<1.3.0a0
+  - openssl >=3.2.1,<4.0a0
+  - zstd >=1.5.5,<1.6.0a0
+  license: curl
+  license_family: MIT
+  size: 351423
+  timestamp: 1710591296327
 - kind: conda
   name: libcxx
   version: 16.0.6
@@ -2900,20 +3222,6 @@ packages:
   license_family: Apache
   size: 1142172
   timestamp: 1686896907750
-- kind: conda
-  name: libdeflate
-  version: '1.17'
-  build: h0b41bf4_0
-  subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/libdeflate-1.17-h0b41bf4_0.conda
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-  md5: 5cc781fd91968b11a8a7fdbee0982676
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-  - libgcc-ng >=12
-  license: MIT
-  license_family: MIT
-  size: 65017
-  timestamp: 1673785897585
 - kind: conda
   name: libdeflate
   version: '1.20'
@@ -2925,6 +3233,93 @@ packages:
   license: MIT
   size: 54481
   timestamp: 1711196723486
+- kind: conda
+  name: libedit
+  version: 3.1.20191231
+  build: hc8eb9b7_2
+  build_number: 2
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libedit-3.1.20191231-hc8eb9b7_2.tar.bz2
+  sha256: 3912636197933ecfe4692634119e8644904b41a58f30cad9d1fc02f6ba4d9fca
+  md5: 30e4362988a2623e9eb34337b83e01f9
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+  - ncurses >=6.2,<7.0.0a0
+  license: BSD-2-Clause
+  license_family: BSD
+  size: 96607
+  timestamp: 1597616630749
+- kind: conda
+  name: libev
+  version: '4.33'
+  build: h93a5062_2
+  build_number: 2
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libev-4.33-h93a5062_2.conda
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+  md5: 36d33e440c31857372a72137f78bacf5
+  license: BSD-2-Clause
+  license_family: BSD
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+  timestamp: 1702146414478
+- kind: conda
+  name: libevent
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+  build: h2757513_1
+  build_number: 1
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libevent-2.1.12-h2757513_1.conda
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+  md5: 1a109764bff3bdc7bdd84088347d71dc
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+  - openssl >=3.1.1,<4.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 368167
+  timestamp: 1685726248899
+- kind: conda
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+  build: h59595ed_0
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.6.2-h59595ed_0.conda
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+  md5: e7ba12deb7020dd080c6c70e7b6f6a3d
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+  license: MIT
+  license_family: MIT
+  size: 73730
+  timestamp: 1710362120304
+- kind: conda
+  name: libexpat
+  version: 2.6.2
+  build: h73e2aa4_0
+  subdir: osx-64
+  url: https://conda.anaconda.org/conda-forge/osx-64/libexpat-2.6.2-h73e2aa4_0.conda
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+  md5: 3d1d51c8f716d97c864d12f7af329526
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+  - expat 2.6.2.*
+  license: MIT
+  license_family: MIT
+  size: 69246
+  timestamp: 1710362566073
+- kind: conda
+  name: libexpat
+  version: 2.6.2
+  build: hebf3989_0
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libexpat-2.6.2-hebf3989_0.conda
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+  md5: e3cde7cfa87f82f7cb13d482d5e0ad09
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+  - expat 2.6.2.*
+  license: MIT
+  license_family: MIT
+  size: 63655
+  timestamp: 1710362424980
 - kind: conda
   name: libfaiss
   version: 1.8.0
@@ -2934,30 +3329,13 @@ packages:
   sha256: da8275589171cfde6f5d3ce6e6c87603402119cae54c622a4ac6515f36303266
   md5: efaad9a9f14b6e8f1ee88d4fb28aee1c
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-  - libcxx >=14.0.6
-  - llvm-openmp >=14.0.6
-  - openblas
-  license: MIT
-  license_family: MIT
-  size: 1487184
-  timestamp: 1709244427545
-- kind: conda
-  name: libfaiss
-  version: 1.8.0
-  build: hf65b397_0_cpu
-  subdir: linux-64
-  url: https://conda.anaconda.org/pytorch/linux-64/libfaiss-1.8.0-hf65b397_0_cpu.tar.bz2
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-  md5: e1346e7eabe39b6cdd57571c1a439415
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-  - __glibc >=2.17,<3.0.a0
-  - libgcc-ng >=11.2.0
-  - libstdcxx-ng >=11.2.0
-  - mkl 2023.*
+  - libcxx >=14.0.6
+  - llvm-openmp >=14.0.6
+  - openblas
   license: MIT
   license_family: MIT
-  size: 5406333
-  timestamp: 1709244688895
+  size: 1487184
+  timestamp: 1709244427545
 - kind: conda
   name: libffi
   version: 3.4.2
@@ -3129,49 +3507,85 @@ packages:
   size: 419751
   timestamp: 1706819107383
 - kind: conda
-  name: libhwloc
-  version: 2.9.3
-  build: default_h554bfaf_1009
-  build_number: 1009
-  subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/libhwloc-2.9.3-default_h554bfaf_1009.conda
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-  md5: f36ddc11ca46958197a45effdd286e45
+  name: libgoogle-cloud
+  version: 2.22.0
+  build: hbebe991_1
+  build_number: 1
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libgoogle-cloud-2.22.0-hbebe991_1.conda
+  sha256: a114b4d46eebede7e514abaf9203ea8c952a6382c5c57d1b989da062e3899bd7
+  md5: ec7ea95b08e8cbc39fa16b6eafee36e6
   depends:
-  - libgcc-ng >=12
-  - libstdcxx-ng >=12
-  - libxml2 >=2.11.5,<3.0.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  size: 2615665
-  timestamp: 1694532603730
+  - libabseil * cxx17*
+  - libabseil >=20240116.1,<20240117.0a0
+  - libcurl >=8.5.0,<9.0a0
+  - libcxx >=16
+  - libgrpc >=1.62.0,<1.63.0a0
+  - libprotobuf >=4.25.3,<4.25.4.0a0
+  - openssl >=3.2.1,<4.0a0
+  constrains:
+  - libgoogle-cloud 2.22.0 *_1
+  license: Apache-2.0
+  license_family: Apache
+  size: 836916
+  timestamp: 1709739767863
+- kind: conda
+  name: libgoogle-cloud-storage
+  version: 2.22.0
+  build: h8a76758_1
+  build_number: 1
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libgoogle-cloud-storage-2.22.0-h8a76758_1.conda
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+  - libcurl
+  - libcxx >=16
+  - libgoogle-cloud 2.22.0 hbebe991_1
+  - libzlib >=1.2.13,<1.3.0a0
+  - openssl
+  license: Apache-2.0
+  license_family: Apache
+  size: 507478
+  timestamp: 1709740510222
+- kind: conda
+  name: libgrpc
+  version: 1.62.1
+  build: h9c18a4f_0
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libgrpc-1.62.1-h9c18a4f_0.conda
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+  - libcxx >=16
+  - libprotobuf >=4.25.3,<4.25.4.0a0
+  - libre2-11 >=2023.9.1,<2024.0a0
+  - libzlib >=1.2.13,<1.3.0a0
+  - openssl >=3.2.1,<4.0a0
+  - re2
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+  license: Apache-2.0
+  license_family: APACHE
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 - kind: conda
   name: libiconv
   version: '1.17'
-  build: hd590300_2
+  build: h0d3ecfb_2
   build_number: 2
-  subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/libiconv-1.17-hd590300_2.conda
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-  md5: d66573916ffcf376178462f1b61c941e
-  depends:
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+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libiconv-1.17-h0d3ecfb_2.conda
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+  md5: 69bda57310071cf6d2b86caf11573d2d
   license: LGPL-2.1-only
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-  timestamp: 1702682170569
-- kind: conda
-  name: libjpeg-turbo
-  version: 2.0.0
-  build: h9bf148f_0
-  subdir: linux-64
-  url: https://conda.anaconda.org/pytorch/linux-64/libjpeg-turbo-2.0.0-h9bf148f_0.tar.bz2
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-  license: IJG, modified 3-clause BSD and zlib
-  size: 973037
-  timestamp: 1686617972557
+  size: 676469
+  timestamp: 1702682458114
 - kind: conda
   name: libjpeg-turbo
   version: 3.0.0
@@ -3186,25 +3600,6 @@ packages:
   license: IJG AND BSD-3-Clause AND Zlib
   size: 547541
   timestamp: 1694475104253
-- kind: conda
-  name: liblapack
-  version: 3.9.0
-  build: 20_osx64_openblas
-  build_number: 20
-  subdir: osx-64
-  url: https://conda.anaconda.org/conda-forge/osx-64/liblapack-3.9.0-20_osx64_openblas.conda
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-  - liblapacke 3.9.0 20_osx64_openblas
-  - libcblas 3.9.0 20_osx64_openblas
-  license: BSD-3-Clause
-  license_family: BSD
-  size: 14658
-  timestamp: 1700568740660
 - kind: conda
   name: liblapack
   version: 3.9.0
@@ -3224,6 +3619,25 @@ packages:
   license_family: BSD
   size: 14599
   timestamp: 1705979579648
+- kind: conda
+  name: liblapack
+  version: 3.9.0
+  build: 21_osx64_openblas
+  build_number: 21
+  subdir: osx-64
+  url: https://conda.anaconda.org/conda-forge/osx-64/liblapack-3.9.0-21_osx64_openblas.conda
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+  md5: cf0e4d82cfca6cd9d6c9ed3df45907c9
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+  - liblapacke 3.9.0 21_osx64_openblas
+  - blas * openblas
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 14738
+  timestamp: 1705979734819
 - kind: conda
   name: liblapack
   version: 3.9.0
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   size: 14829
   timestamp: 1705980215575
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-  name: liblapack
-  version: 3.9.0
-  build: 5_h92ddd45_netlib
-  build_number: 5
-  subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/liblapack-3.9.0-5_h92ddd45_netlib.tar.bz2
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-  md5: ffb80081cf8f43903b07045630188851
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+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libllvm16-16.0.6-haab561b_3.conda
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-  - blas_netlib
-  license: BSD-3-Clause
-  license_family: BSD
-  size: 3111106
-  timestamp: 1618011727809
+  - libcxx >=16
+  - libxml2 >=2.12.1,<3.0.0a0
+  - libzlib >=1.2.13,<1.3.0a0
+  - zstd >=1.5.5,<1.6.0a0
+  license: Apache-2.0 WITH LLVM-exception
+  license_family: Apache
+  size: 23347663
+  timestamp: 1701374993634
+- kind: conda
+  name: libnghttp2
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+  build: ha4dd798_1
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+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/libnghttp2-1.58.0-ha4dd798_1.conda
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+  license: MIT
+  license_family: MIT
+  size: 565451
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 - kind: conda
   name: libnsl
   version: 2.0.1
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   timestamp: 1697359010159
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   name: libopenblas
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-  build: openmp_hfef2a42_0
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-  md5: a01b96f00c3155c830d98a518c7dcbfb
+  version: 0.3.26
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   license_family: BSD
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   timestamp: 1704950143521
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   timestamp: 1709514097574
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   timestamp: 1710254991672
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   size: 238349
   timestamp: 1711218119201
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 - kind: conda
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   license_family: Other
   size: 61588
   timestamp: 1686575217516
-- kind: conda
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   - libcxx >=16
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-  - python >=3.9,<3.10.0a0
-  - python >=3.9,<3.10.0a0 *_cpython
-  - python_abi 3.9.* *_cp39
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+  - python_abi 3.12.* *_cp312
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   license: BSD-3-Clause
   license_family: BSD
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+  - python >=3.12,<3.13.0a0 *_cpython
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   depends:
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+  - python !=3.0,!=3.1,!=3.2,!=3.3,!=3.4,!=3.5
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   - python !=3.0,!=3.1,!=3.2,!=3.3,!=3.4,!=3.5
   license: BSD-2-Clause
   license_family: BSD
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   size: 95605
   timestamp: 1695108003656
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+  noarch: python
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 - kind: conda
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   version: '2.21'
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   license: BSD-3-Clause
   license_family: BSD
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+  - pkg:pypi/pycparser
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   size: 271508
   timestamp: 1710622392396
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+  build: pyhd8ed1ab_0
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+  license_family: MIT
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   license: MIT
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   size: 860425
   timestamp: 1700608076927
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   name: pyopenssl
   version: 24.0.0
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   license: Apache-2.0
   license_family: Apache
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   timestamp: 1661604969727
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   name: pytest
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   license: MIT
   license_family: MIT
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+  - pyasn1 >=0.1.3
+  - python >=3.6
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   license: Apache-2.0
   license_family: APACHE
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-  build_number: 1
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+  - huggingface_hub >=0.16.4,<1.0
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+  - python >=3.12,<3.13.0a0 *_cpython
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+  - python >=2.7
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   license: MIT
   license_family: MIT
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-  - pytorch 2.2.0
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-  size: 6858833
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   - python >=3.7
   license: MPL-2.0 or MIT
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-  - packaging
-  - protobuf
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   - requests
-  - sacremoses
-  - safetensors
-  - tokenizers >=0.11.1,!=0.11.3,<0.13
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-  license: Apache License 2.0
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+  license: Apache-2.0
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+  url: https://conda.anaconda.org/conda-forge/osx-arm64/xxhash-0.8.2-hb547adb_0.conda
+  sha256: a70f59f7221ee72c45b39a6b36a33eb9c717ba01921cce1a3c361a4676979a2e
+  md5: 144cd3b88706507f332f5eb5fb83a33b
+  license: BSD-2-Clause
+  license_family: BSD
+  size: 97593
+  timestamp: 1689951969732
 - kind: conda
   name: xz
   version: 5.2.6
@@ -6736,56 +7483,56 @@ packages:
 - kind: conda
   name: yarl
   version: 1.9.4
-  build: py38hae2e43d_0
+  build: py312h41838bb_0
   subdir: osx-64
-  url: https://conda.anaconda.org/conda-forge/osx-64/yarl-1.9.4-py38hae2e43d_0.conda
-  sha256: d46537352bba6b09327ca6dfc4ca5f73e9bbd72797b61a4a204de9f433e28d12
-  md5: 4a2b33cc00239145b2dde4e99f0e9487
+  url: https://conda.anaconda.org/conda-forge/osx-64/yarl-1.9.4-py312h41838bb_0.conda
+  sha256: 748199e3d7725e8e50c6b3d87066de383a2bedd8248d89dd80c8c6e78f2bc8b9
+  md5: 5d15d92a788612cf319ecfac53e0c542
   depends:
   - idna >=2.0
   - multidict >=4.0
-  - python >=3.8,<3.9.0a0
-  - python_abi 3.8.* *_cp38
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
   license: Apache-2.0
   license_family: Apache
-  size: 105141
-  timestamp: 1705508732488
+  size: 111929
+  timestamp: 1705508793012
 - kind: conda
   name: yarl
   version: 1.9.4
-  build: py39h17cfd9d_0
-  subdir: osx-arm64
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/yarl-1.9.4-py39h17cfd9d_0.conda
-  sha256: be088ed67246f51deb9a025617408bc8c80845d861f5695d9633aaca3b9fc555
-  md5: 28614a7a52d6907a1e79ef6706e07400
+  build: py312h98912ed_0
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/yarl-1.9.4-py312h98912ed_0.conda
+  sha256: 7bf7e32c5a18a1c5d21e0b7891133fb0cd38774f8014acdc5b548c601d4d47c3
+  md5: ec3eb4803df33e90a41bc216a68d02f1
   depends:
   - idna >=2.0
+  - libgcc-ng >=12
   - multidict >=4.0
-  - python >=3.9,<3.10.0a0
-  - python >=3.9,<3.10.0a0 *_cpython
-  - python_abi 3.9.* *_cp39
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
   license: Apache-2.0
   license_family: Apache
-  size: 104516
-  timestamp: 1705508794769
+  size: 120673
+  timestamp: 1705508484830
 - kind: conda
   name: yarl
   version: 1.9.4
-  build: py39hd1e30aa_0
-  subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/yarl-1.9.4-py39hd1e30aa_0.conda
-  sha256: a0370c724d347103ae1a7c8a49166cc69359d80055c11bc5d7222d259efd8f12
-  md5: 7288bccf99dd979dfcf80bb372c3de3f
+  build: py312he37b823_0
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/yarl-1.9.4-py312he37b823_0.conda
+  sha256: 4ed261d50453813ceff0777b439d1646999ae3f8eba86775655a78d5411c9769
+  md5: 44ead39ed723937c4701dcb040ff8df6
   depends:
   - idna >=2.0
-  - libgcc-ng >=12
   - multidict >=4.0
-  - python >=3.9,<3.10.0a0
-  - python_abi 3.9.* *_cp39
+  - python >=3.12,<3.13.0a0
+  - python >=3.12,<3.13.0a0 *_cpython
+  - python_abi 3.12.* *_cp312
   license: Apache-2.0
   license_family: Apache
-  size: 115286
-  timestamp: 1705508499991
+  size: 111018
+  timestamp: 1705509068239
 - kind: conda
   name: zipp
   version: 3.17.0
@@ -6802,21 +7549,22 @@ packages:
   size: 18954
   timestamp: 1695255262261
 - kind: conda
-  name: zlib
-  version: 1.2.13
-  build: hd590300_5
-  build_number: 5
-  subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/zlib-1.2.13-hd590300_5.conda
-  sha256: 9887a04d7e7cb14bd2b52fa01858f05a6d7f002c890f618d9fcd864adbfecb1b
-  md5: 68c34ec6149623be41a1933ab996a209
+  name: zipp
+  version: 3.17.0
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/zipp-3.17.0-pyhd8ed1ab_0.conda
+  sha256: bced1423fdbf77bca0a735187d05d9b9812d2163f60ab426fc10f11f92ecbe26
+  md5: 2e4d6bc0b14e10f895fc6791a7d9b26a
   depends:
-  - libgcc-ng >=12
-  - libzlib 1.2.13 hd590300_5
-  license: Zlib
-  license_family: Other
-  size: 92825
-  timestamp: 1686575231103
+  - python >=3.8
+  license: MIT
+  license_family: MIT
+  purls:
+  - pkg:pypi/zipp
+  size: 18954
+  timestamp: 1695255262261
 - kind: conda
   name: zstd
   version: 1.5.5
@@ -6831,19 +7579,3 @@ packages:
   license_family: BSD
   size: 400508
   timestamp: 1693151393180
-- kind: conda
-  name: zstd
-  version: 1.5.5
-  build: hfc55251_0
-  subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.5-hfc55251_0.conda
-  sha256: 607cbeb1a533be98ba96cf5cdf0ddbb101c78019f1fda063261871dad6248609
-  md5: 04b88013080254850d6c01ed54810589
-  depends:
-  - libgcc-ng >=12
-  - libstdcxx-ng >=12
-  - libzlib >=1.2.13,<1.3.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  size: 545199
-  timestamp: 1693151163452
diff --git a/pixi.toml b/pixi.toml
index 0a8c4db..7ee6040 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -3,7 +3,7 @@ name = "sklearn-ragger-duck"
 version = "0.0.1.dev0"
 description = "Ragger Duck is a RAG for the scikit-learn documentation."
 authors = ["Guillaume Lemaitre <g.lemaite58@gmail.com>"]
-channels = ["pytorch", "huggingface", "conda-forge"]
+channels = ["conda-forge", "pytorch"]
 platforms = ["linux-64", "osx-64", "osx-arm64"]
 license = "BSD-3-Clause"
 homepage = "https://github.com/glemaitre/sklearn-ragger-duck"
@@ -14,12 +14,13 @@ build-doc = { cmd = "make html", cwd = "doc" }
 test = { cmd = "pytest -vsl --cov=ragger_duck --cov-report term-missing ragger_duck" }
 
 [dependencies]
+python = "*"
 # Dependencies for training retrievers and inference with models
 beautifulsoup4 = "*"
 joblib = "*"
 langchain = "*"
 numpydoc = "*"
-scikit-learn = "1.3.2"
+scikit-learn = "*"
 # Dependencies for the web app
 fastapi = "*"
 uvicorn = "*"
@@ -31,35 +32,27 @@ sphinx = "*"
 pytest = "*"
 pytest-cov = "*"
 
+# MPS-specfic configuration
 [feature.mps]
 platforms = ["osx-arm64"]
-channels = ["pytorch", "huggingface", "conda-forge"]
+
+[feature.mps.activation]
+# set environment variable for building llmama-cpp via pip
+scripts = ["build_scripts/osx-arm64-activate.sh"]
 
 [feature.mps.dependencies]
-faiss-cpu = "1.8.0"
-llama-cpp-python = "0.2.20"
-pytorch = "2.2.0"
-sentence-transformers = "2.3.1"
+faiss-cpu = { version = "1.8.0", channel = "pytorch" }
+libfaiss = { version = "1.8.0", channel = "pytorch" }
+pytorch = { version = "2.2.1", channel = "pytorch" }
+torchvision = { version = "*", channel = "pytorch" }
+sentence-transformers = "2.6.0"
+
+[feature.mps.pypi-dependencies]
+llama-cpp-python = "==0.2.24"
 
 [feature.mps.tasks]
 start-ragger-duck = { cmd = "DEVICE=mps uvicorn main:app --reload --host 0.0.0.0 --port 8123", cwd = "app" }
 train-retrievers = { cmd = "DEVICE=mps python train_retrievers.py", cwd = "scripts" }
 
-[feature.cpu]
-platforms = ["linux-64"]
-channels = ["pytorch", "huggingface", "conda-forge"]
-
-[feature.cpu.dependencies]
-faiss-cpu = "1.8.0"
-llama-cpp-python = "0.2.20"
-cpuonly = "*"
-pytorch = "2.2.0"
-sentence-transformers = "==2.3.1"
-
-[feature.cpu.tasks]
-start-ragger-duck = { cmd = "DEVICE=cpu uvicorn main:app --reload --host 0.0.0.0 --port 8123", cwd = "app" }
-train-retrievers = { cmd = "DEVICE=cpu python train_retrievers.py", cwd = "scripts" }
-
 [environments]
-cpu = ["cpu"]
 mps = ["mps"]