diff --git a/.buildkite/pipeline.yml b/.buildkite/pipeline.yml
index 87278149..1dc715a2 100644
--- a/.buildkite/pipeline.yml
+++ b/.buildkite/pipeline.yml
@@ -3,10 +3,10 @@ env:
   SECRET_CODECOV_TOKEN: "JLCJz1NwGpgcY/+lqJ5u0UwHa2jfff200KR3EJFTykWruv8ZKX9trdPlZMC7FzyRReMlT439OZVZxh/YipGsa3lgp74oVfFUPQzOC8JGI3YnpvG6aIn03dR/3RsgRQR44Hh0GnTUFskIR9y9V4GVR+X25dlpBIgZ3z5xhlvLKezYBGRfstv4ZhwEsgdEkIs1AmLITi0Px9D3PNXTfoi4w2ZW4Y+kjeqKsaMUpc5v8atNIojP/G05JKKoOaVmY4i+jTiSJyhDcCFFmcQCmIT7xX+KYEoYZPaHAGZGgH+scuiXWVXt9ROUXQ20YdPB8E2zPonhbkLPmg87F/j6tCqB5g==;U2FsdGVkX1/fFoqgeV4V7jypc2seI4AMUEEz1XbIJbH7jRdyP6tsHQWPLxo9guk7R5HxKzlKKgR7sUfxVyd0KA=="
 
 steps:
-  - label: "Julia v1"
+  - label: "Julia v1.10"
     plugins:
       - JuliaCI/julia#v1:
-          version: "1"
+          version: "1.10"
       - JuliaCI/julia-test#v1: ~
       - JuliaCI/julia-coverage#v1:
           codecov: true
diff --git a/.github/workflows/CI.yml b/.github/workflows/CI.yml
index d04a63a9..facb9698 100644
--- a/.github/workflows/CI.yml
+++ b/.github/workflows/CI.yml
@@ -21,18 +21,17 @@ jobs:
       fail-fast: false
       matrix:
         version:
-          - '1'
-          - '1.6'
+          - '1.10'
           - 'nightly'
         os:
           - ubuntu-latest
         arch:
           - x64
         include:
-          - version: 1
+          - version: '1.10'
             os: macOS-latest
-            arch: x64
-          - version: 1
+            arch: aarch64
+          - version: '1.10'
             os: windows-latest
             arch: x64
     steps:
@@ -54,13 +53,13 @@ jobs:
       - uses: julia-actions/julia-buildpkg@v1
       - uses: julia-actions/julia-runtest@v1
         with:
-          coverage: ${{ matrix.version == '1' && matrix.os == 'ubuntu-latest' }}
+          coverage: ${{ matrix.version == '1.10' && matrix.os == 'ubuntu-latest' }}
         env:
           GROUP: AbstractGPs
       - uses: julia-actions/julia-processcoverage@v1
-        if: matrix.version == '1' && matrix.os == 'ubuntu-latest'
+        if: matrix.version == '1.10' && matrix.os == 'ubuntu-latest'
       - uses: codecov/codecov-action@v5
-        if: matrix.version == '1' && matrix.os == 'ubuntu-latest'
+        if: matrix.version == '1.10' && matrix.os == 'ubuntu-latest'
         with:
           files: lcov.info
           token: ${{ secrets.CODECOV_TOKEN }}
diff --git a/.github/workflows/PPL.yml b/.github/workflows/PPL.yml
index 40650247..47efe721 100644
--- a/.github/workflows/PPL.yml
+++ b/.github/workflows/PPL.yml
@@ -20,7 +20,7 @@ jobs:
       fail-fast: false
       matrix:
         version:
-          - '1'
+          - '1.10'
         os:
           - ubuntu-latest
         arch:
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 72fe4667..d9ffbca3 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -20,7 +20,7 @@ jobs:
       - uses: actions/checkout@v2
       - uses: julia-actions/setup-julia@latest
         with:
-          version: '1'
+          version: '1.10'
       - name: Install dependencies
         run: julia --project=docs/ -e 'using Pkg; Pkg.develop(PackageSpec(path=pwd())); Pkg.instantiate()'
         env:
diff --git a/.github/workflows/format.yml b/.github/workflows/format.yml
index ebe1ac4b..ad5c445c 100644
--- a/.github/workflows/format.yml
+++ b/.github/workflows/format.yml
@@ -16,7 +16,7 @@ jobs:
       - uses: actions/checkout@v4
       - uses: julia-actions/setup-julia@latest
         with:
-          version: 1
+          version: '1.10'
       - run: |
           julia  -e 'using Pkg; Pkg.add("JuliaFormatter")'
           julia  -e 'using JuliaFormatter; format("."; verbose=true)'
diff --git a/Project.toml b/Project.toml
index 22285786..bcb43388 100644
--- a/Project.toml
+++ b/Project.toml
@@ -1,7 +1,7 @@
 name = "AbstractGPs"
 uuid = "99985d1d-32ba-4be9-9821-2ec096f28918"
 authors = ["JuliaGaussianProcesses Team"]
-version = "0.5.23"
+version = "0.5.24"
 
 [deps]
 ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
@@ -32,4 +32,4 @@ Reexport = "0.2, 1"
 Statistics = "1"
 StatsBase = "0.33, 0.34"
 Test = "1"
-julia = "1.6"
+julia = "1.10"