diff --git a/.github/workflows/deploy.yaml b/.github/workflows/deploy.yaml
index c3e039c7..e9e9c288 100644
--- a/.github/workflows/deploy.yaml
+++ b/.github/workflows/deploy.yaml
@@ -17,7 +17,7 @@ jobs:
       id-token: write
     steps:
       # yamllint disable-line rule:line-length
-      - uses: paddyroddy/.github/actions/python/deployment@3135c318562994eafc62974821c6f80aa64b35da # v0
+      - uses: paddyroddy/.github/actions/python/deployment@18d8678a5aea33da18556ae7823433325631dadd # v0
         with:
           pyproject-toml: ./pyproject.toml
           python-version: "3.12"
diff --git a/.github/workflows/documentation.yaml b/.github/workflows/documentation.yaml
index e5292a7d..e91d05e8 100644
--- a/.github/workflows/documentation.yaml
+++ b/.github/workflows/documentation.yaml
@@ -13,7 +13,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       # yamllint disable-line rule:line-length
-      - uses: paddyroddy/.github/actions/python/pdoc@04bb8bb45214731576194b75005b94911a7116be # v0
+      - uses: paddyroddy/.github/actions/python/pdoc@18d8678a5aea33da18556ae7823433325631dadd # v0
         with:
           docs-dependency-section: .[docs]
           gh-pages-publish-directory: ./html/sleplet
diff --git a/.github/workflows/licence.yaml b/.github/workflows/licence.yaml
index c7f9eada..893358a6 100644
--- a/.github/workflows/licence.yaml
+++ b/.github/workflows/licence.yaml
@@ -10,7 +10,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       # yamllint disable-line rule:line-length
-      - uses: paddyroddy/.github/actions/licence@e59369bbd745ef1eae9b8327fba32a4f87ff13ca # v0
+      - uses: paddyroddy/.github/actions/licence@18d8678a5aea33da18556ae7823433325631dadd # v0
         with:
           github-token: ${{ secrets.GITHUB_TOKEN }}
           licence-file: ./LICENCE.txt
diff --git a/.github/workflows/links.yaml b/.github/workflows/links.yaml
index 45bbbd67..04579d3b 100644
--- a/.github/workflows/links.yaml
+++ b/.github/workflows/links.yaml
@@ -14,6 +14,6 @@ jobs:
     timeout-minutes: 2
     steps:
       # yamllint disable-line rule:line-length
-      - uses: paddyroddy/.github/actions/links@e59369bbd745ef1eae9b8327fba32a4f87ff13ca # v0
+      - uses: paddyroddy/.github/actions/links@18d8678a5aea33da18556ae7823433325631dadd # v0
         with:
           github-token: ${{ secrets.GITHUB_TOKEN }}
diff --git a/.github/workflows/linting.yaml b/.github/workflows/linting.yaml
index bb5f62ff..9f4fd082 100644
--- a/.github/workflows/linting.yaml
+++ b/.github/workflows/linting.yaml
@@ -13,6 +13,6 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       # yamllint disable-line rule:line-length
-      - uses: paddyroddy/.github/actions/linting@e59369bbd745ef1eae9b8327fba32a4f87ff13ca # v0
+      - uses: paddyroddy/.github/actions/linting@18d8678a5aea33da18556ae7823433325631dadd # v0
         with:
           pre-commit-config: ./.pre-commit-config.yaml
diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yaml
index a2c0a7aa..9c428986 100644
--- a/.github/workflows/test.yaml
+++ b/.github/workflows/test.yaml
@@ -24,7 +24,7 @@ jobs:
           - "3.12"
     steps:
       # yamllint disable-line rule:line-length
-      - uses: paddyroddy/.github/actions/python/tox@e59369bbd745ef1eae9b8327fba32a4f87ff13ca # v0
+      - uses: paddyroddy/.github/actions/python/tox@18d8678a5aea33da18556ae7823433325631dadd # v0
         with:
           cache-path: |-
             .tox
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 019921d1..bc994f57 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,7 +1,7 @@
 ---
 repos:
   - repo: https://github.com/paddyroddy/.github
-    rev: v0.179.0
+    rev: v0.195.0
     hooks:
       - id: general-hooks
       - id: python-hooks
diff --git a/paper/paper.md b/paper/paper.md
index 42475544..d56b5838 100644
--- a/paper/paper.md
+++ b/paper/paper.md
@@ -48,9 +48,9 @@ wavelets are built upon the eigenfunctions of the Slepian concentration problem
 of the manifold [@Slepian1961; @Landau1961; @Landau1962]: a set of bandlimited
 functions that are maximally concentrated within a given region. Wavelets are
 constructed through a tiling of the Slepian harmonic line by leveraging the
-existing scale-discretised framework [@Wiaux2008; @Leistedt2013]. Whilst these
-wavelets were inspired by spherical datasets, like in cosmology, the wavelet
-construction may be utilised for manifold or graph data.
+existing scale-discretised framework [@Wiaux2008; @Leistedt2013]. Whilst these wavelets
+were inspired by spherical datasets, like in cosmology, the wavelet construction
+may be utilised for manifold or graph data.
 
 To the author's knowledge, there is no public software that allows one to
 compute Slepian wavelets (or a similar approach) on the sphere or general