diff --git a/.devcontainer/cuda11.8-pip/devcontainer.json b/.devcontainer/cuda11.8-pip/devcontainer.json
index 39b7971..c4abd5b 100644
--- a/.devcontainer/cuda11.8-pip/devcontainer.json
+++ b/.devcontainer/cuda11.8-pip/devcontainer.json
@@ -10,11 +10,21 @@
   },
   "hostRequirements": {"gpu": "optional"},
   "features": {
-    "ghcr.io/rapidsai/devcontainers/features/ucx:24.6": {"version": "1.14.1"},
+    "ghcr.io/rapidsai/devcontainers/features/ucx:24.6": {
+      "version": "1.14.1"
+    },
+    "ghcr.io/rapidsai/devcontainers/features/cuda:24.6": {
+      "version": "11.8",
+      "installcuBLAS": true,
+      "installcuSOLVER": true,
+      "installcuRAND": true,
+      "installcuSPARSE": true
+    },
     "ghcr.io/rapidsai/devcontainers/features/rapids-build-utils:24.6": {}
   },
   "overrideFeatureInstallOrder": [
     "ghcr.io/rapidsai/devcontainers/features/ucx",
+    "ghcr.io/rapidsai/devcontainers/features/cuda",
     "ghcr.io/rapidsai/devcontainers/features/rapids-build-utils"
   ],
   "initializeCommand": ["/bin/bash", "-c", "mkdir -m 0755 -p ${localWorkspaceFolder}/../.{aws,cache,config/pip,local/share/${localWorkspaceFolderBasename}-cuda11.8-venvs}"],
diff --git a/.devcontainer/cuda12.0-conda/devcontainer.json b/.devcontainer/cuda12.2-conda/devcontainer.json
similarity index 93%
rename from .devcontainer/cuda12.0-conda/devcontainer.json
rename to .devcontainer/cuda12.2-conda/devcontainer.json
index 4d9cbf3..6c15504 100644
--- a/.devcontainer/cuda12.0-conda/devcontainer.json
+++ b/.devcontainer/cuda12.2-conda/devcontainer.json
@@ -15,7 +15,7 @@
   "overrideFeatureInstallOrder": [
     "ghcr.io/rapidsai/devcontainers/features/rapids-build-utils"
   ],
-  "initializeCommand": ["/bin/bash", "-c", "mkdir -m 0755 -p ${localWorkspaceFolder}/../.{aws,cache,config,conda/pkgs,conda/${localWorkspaceFolderBasename}-cuda12.0-envs}"],
+  "initializeCommand": ["/bin/bash", "-c", "mkdir -m 0755 -p ${localWorkspaceFolder}/../.{aws,cache,config,conda/pkgs,conda/${localWorkspaceFolderBasename}-cuda12.2-envs}"],
   "postAttachCommand": ["/bin/bash", "-c", "if [ ${CODESPACES:-false} = 'true' ]; then . devcontainer-utils-post-attach-command; . rapids-post-attach-command; fi"],
   "workspaceFolder": "/home/coder",
   "workspaceMount": "source=${localWorkspaceFolder},target=/home/coder/cuvs,type=bind,consistency=consistent",
@@ -24,7 +24,7 @@
     "source=${localWorkspaceFolder}/../.cache,target=/home/coder/.cache,type=bind,consistency=consistent",
     "source=${localWorkspaceFolder}/../.config,target=/home/coder/.config,type=bind,consistency=consistent",
     "source=${localWorkspaceFolder}/../.conda/pkgs,target=/home/coder/.conda/pkgs,type=bind,consistency=consistent",
-    "source=${localWorkspaceFolder}/../.conda/${localWorkspaceFolderBasename}-cuda12.0-envs,target=/home/coder/.conda/envs,type=bind,consistency=consistent"
+    "source=${localWorkspaceFolder}/../.conda/${localWorkspaceFolderBasename}-cuda12.2-envs,target=/home/coder/.conda/envs,type=bind,consistency=consistent"
   ],
   "customizations": {
     "vscode": {
diff --git a/.devcontainer/cuda12.0-pip/devcontainer.json b/.devcontainer/cuda12.2-pip/devcontainer.json
similarity index 73%
rename from .devcontainer/cuda12.0-pip/devcontainer.json
rename to .devcontainer/cuda12.2-pip/devcontainer.json
index 2a77539..8dd06ae 100644
--- a/.devcontainer/cuda12.0-pip/devcontainer.json
+++ b/.devcontainer/cuda12.2-pip/devcontainer.json
@@ -3,21 +3,31 @@
     "context": "${localWorkspaceFolder}/.devcontainer",
     "dockerfile": "${localWorkspaceFolder}/.devcontainer/Dockerfile",
     "args": {
-      "CUDA": "12.0",
+      "CUDA": "12.2",
       "PYTHON_PACKAGE_MANAGER": "pip",
-      "BASE": "rapidsai/devcontainers:24.06-cpp-llvm16-cuda12.0-ubuntu22.04"
+      "BASE": "rapidsai/devcontainers:24.06-cpp-cuda12.2-ubuntu22.04"
     }
   },
   "hostRequirements": {"gpu": "optional"},
   "features": {
-    "ghcr.io/rapidsai/devcontainers/features/ucx:24.6": {"version": "1.14.1"},
+    "ghcr.io/rapidsai/devcontainers/features/ucx:24.6": {
+      "version": "1.14.1"
+    },
+    "ghcr.io/rapidsai/devcontainers/features/cuda:24.6": {
+      "version": "12.2",
+      "installcuBLAS": true,
+      "installcuSOLVER": true,
+      "installcuRAND": true,
+      "installcuSPARSE": true
+    },
     "ghcr.io/rapidsai/devcontainers/features/rapids-build-utils:24.6": {}
   },
   "overrideFeatureInstallOrder": [
     "ghcr.io/rapidsai/devcontainers/features/ucx",
+    "ghcr.io/rapidsai/devcontainers/features/cuda",
     "ghcr.io/rapidsai/devcontainers/features/rapids-build-utils"
   ],
-  "initializeCommand": ["/bin/bash", "-c", "mkdir -m 0755 -p ${localWorkspaceFolder}/../.{aws,cache,config/pip,local/share/${localWorkspaceFolderBasename}-cuda12.0-venvs}"],
+  "initializeCommand": ["/bin/bash", "-c", "mkdir -m 0755 -p ${localWorkspaceFolder}/../.{aws,cache,config/pip,local/share/${localWorkspaceFolderBasename}-cuda12.2-venvs}"],
   "postAttachCommand": ["/bin/bash", "-c", "if [ ${CODESPACES:-false} = 'true' ]; then . devcontainer-utils-post-attach-command; . rapids-post-attach-command; fi"],
   "workspaceFolder": "/home/coder",
   "workspaceMount": "source=${localWorkspaceFolder},target=/home/coder/cuvs,type=bind,consistency=consistent",
@@ -25,7 +35,7 @@
     "source=${localWorkspaceFolder}/../.aws,target=/home/coder/.aws,type=bind,consistency=consistent",
     "source=${localWorkspaceFolder}/../.cache,target=/home/coder/.cache,type=bind,consistency=consistent",
     "source=${localWorkspaceFolder}/../.config,target=/home/coder/.config,type=bind,consistency=consistent",
-    "source=${localWorkspaceFolder}/../.local/share/${localWorkspaceFolderBasename}-cuda12.0-venvs,target=/home/coder/.local/share/venvs,type=bind,consistency=consistent"
+    "source=${localWorkspaceFolder}/../.local/share/${localWorkspaceFolderBasename}-cuda12.2-venvs,target=/home/coder/.local/share/venvs,type=bind,consistency=consistent"
   ],
   "customizations": {
     "vscode": {
diff --git a/.github/workflows/pr.yaml b/.github/workflows/pr.yaml
index 652092d..3e244cc 100644
--- a/.github/workflows/pr.yaml
+++ b/.github/workflows/pr.yaml
@@ -101,6 +101,8 @@ jobs:
     secrets: inherit
     uses: rapidsai/shared-workflows/.github/workflows/build-in-devcontainer.yaml@branch-24.06
     with:
+      arch: '["amd64"]'
+      cuda: '["12.2"]'
       build_command: |
         sccache -z;
         build-all -DBUILD_PRIMS_BENCH=ON -DBUILD_ANN_BENCH=ON --verbose;
diff --git a/python/cuvs/CMakeLists.txt b/python/cuvs/CMakeLists.txt
index 36a6204..db6f256 100644
--- a/python/cuvs/CMakeLists.txt
+++ b/python/cuvs/CMakeLists.txt
@@ -31,17 +31,19 @@ project(
             C CXX CUDA
 )
 
-################################################################################
-# - User Options  --------------------------------------------------------------
+# ##################################################################################################
+# * User Options  --------------------------------------------------------------
 
 option(FIND_CUVS_CPP "Search for existing CUVS C++ installations before defaulting to local files"
        OFF
 )
 
-message("CUVS_PY: Searching for existing cuVS C/C++ installations before defaulting to local files: ${FIND_CUVS_CPP}")
+message(
+  "CUVS_PY: Searching for existing cuVS C/C++ installations before defaulting to local files: ${FIND_CUVS_CPP}"
+)
 
-################################################################################
-# - Process User Options  ------------------------------------------------------
+# ##################################################################################################
+# * Process User Options  ------------------------------------------------------
 
 include(rapids-cmake)
 include(rapids-cpm)
@@ -53,7 +55,7 @@ rapids_cpm_init()
 
 # If the user requested it we attempt to find CUVS.
 if(FIND_CUVS_CPP)
-  find_package(cuvs "${RAPIDS_VERSION}" REQUIRED)
+  find_package(cuvs "${RAPIDS_VERSION}" REQUIRED COMPONENTS c_api)
   include(../../cpp/cmake/thirdparty/get_dlpack.cmake)
 else()
   set(cuvs_FOUND OFF)
@@ -73,8 +75,8 @@ if(NOT cuvs_FOUND)
   install(TARGETS cuvs cuvs_c DESTINATION ${cython_lib_dir})
 endif()
 
-################################################################################
-# - Build Cython artifacts -----------------------------------------------------
+# ##################################################################################################
+# * Build Cython artifacts -----------------------------------------------------
 
 rapids_cython_init()
 
diff --git a/python/cuvs/cuvs/common/CMakeLists.txt b/python/cuvs/cuvs/common/CMakeLists.txt
index b477fdb..3de3805 100644
--- a/python/cuvs/cuvs/common/CMakeLists.txt
+++ b/python/cuvs/cuvs/common/CMakeLists.txt
@@ -14,7 +14,7 @@
 
 # Set the list of Cython files to build
 set(cython_sources cydlpack.pyx exceptions.pyx)
-set(linked_libraries cuvs::cuvs cuvs_c)
+set(linked_libraries cuvs::cuvs cuvs::c_api)
 
 # Build all of the Cython targets
 rapids_cython_create_modules(
diff --git a/python/cuvs/cuvs/neighbors/cagra/CMakeLists.txt b/python/cuvs/cuvs/neighbors/cagra/CMakeLists.txt
index 377cfe7..87e6597 100644
--- a/python/cuvs/cuvs/neighbors/cagra/CMakeLists.txt
+++ b/python/cuvs/cuvs/neighbors/cagra/CMakeLists.txt
@@ -14,7 +14,7 @@
 
 # Set the list of Cython files to build
 set(cython_sources cagra.pyx)
-set(linked_libraries cuvs::cuvs cuvs_c)
+set(linked_libraries cuvs::cuvs cuvs::c_api)
 
 # Build all of the Cython targets
 rapids_cython_create_modules(