diff --git a/.github/CONTRIBUTING.md b/.github/CONTRIBUTING.md
new file mode 100644
index 0000000..e4c513d
--- /dev/null
+++ b/.github/CONTRIBUTING.md
@@ -0,0 +1,27 @@
+# Contributing
+
+## Development setup
+
+```bash
+uv sync --all-extras --dev
+uv run pytest -q
+uv run ruff check .
+```
+
+## Opening a pull request
+
+1. Apply **exactly one** label before merging:
+
+   | Label | When to use |
+   |---|---|
+   | `breaking` | Public API change, backward-incompatible |
+   | `feature` | New functionality, backward-compatible |
+   | `fix` | Bug fix |
+   | `dependencies` | Dependency version update |
+   | `chore` | CI changes, refactoring, test additions, docs — anything that does not affect the public-facing package. Bypasses the label gate; excluded from the changelog and does not bump the version. |
+
+2. When merging (squash), write a clear extended description in the merge dialog. That text — not the PR's opening description — becomes the changelog entry for this change. Leave it blank for `chore` PRs.
+
+## Versioning and releases
+
+Versions are derived from git tags; there is no version string in any source file. Releases are triggered by a maintainer publishing the standing draft release on the repository's Releases page. There is no automated commit-back to `main`.
diff --git a/.github/ISSUE_TEMPLATE/bug_report.yml b/.github/ISSUE_TEMPLATE/bug_report.yml
index 9c6ec7d..46ef5eb 100644
--- a/.github/ISSUE_TEMPLATE/bug_report.yml
+++ b/.github/ISSUE_TEMPLATE/bug_report.yml
@@ -1,33 +1,66 @@
 name: "🐞 Bug Report"
-description: Report a bug to help us improve the project
-labels: ["bug"]
+description: Report a reproducible bug.
+type: "Bug"
 body:
   - type: checkboxes
     attributes:
-      label: Is there an existing issue for this?
-      description: Please search to see if an issue already exists for the bug you encountered.
+      label: Pre-flight
       options:
-      - label: I have searched the existing issues
-        required: true
+        - label: I searched existing issues and this is not a duplicate.
+          required: true
+
   - type: textarea
     id: summary
     attributes:
-      label: Bug summary
-      description: 1-2 short sentences describing the bug.
+      label: Summary
+      description: One or two sentences describing the bug.
     validations:
       required: true
+
   - type: textarea
     id: reproduction
     attributes:
-      label: Code for reproduction
-      description: Please provide a minimal self-contained example.
-      placeholder: Your python code here
-      render: python
+      label: Reproduction
+      description: Steps and/or a minimal code example that reproduces the issue. Wrap code in triple backticks.
+      placeholder: |
+        1. Import X and call Y with Z
+        2. Observe error
+
+        ```python
+        # minimal example
+        ```
     validations:
       required: true
+
+  - type: textarea
+    id: actual
+    attributes:
+      label: Actual behaviour
+    validations:
+      required: true
+
+  - type: textarea
+    id: expected
+    attributes:
+      label: Expected behaviour
+    validations:
+      required: true
+
   - type: textarea
     id: logs
     attributes:
-      label: Error messages
-      description: Paste the full error traceback here.
-      render: python-traceback
\ No newline at end of file
+      label: Error output
+      description: Full traceback if applicable. Formatted automatically.
+      render: python-traceback
+
+  - type: textarea
+    id: system
+    attributes:
+      label: System info
+      description: |
+        Run this in your environment and paste the output:
+
+        ```shell
+        python <(curl -s https://raw.githubusercontent.com/AustralianCancerDataNetwork/cava-devops/main/scripts/cava_system_info.py)
+        ```
+      render: shell
diff --git a/.github/ISSUE_TEMPLATE/config.yml b/.github/ISSUE_TEMPLATE/config.yml
index 136b0a4..a6cc5b1 100644
--- a/.github/ISSUE_TEMPLATE/config.yml
+++ b/.github/ISSUE_TEMPLATE/config.yml
@@ -1,5 +1,5 @@
-blank_issues_enabled: false # Changed to false to force template use
+blank_issues_enabled: false
 contact_links:
-  - name: ❓ Discussions
-    url: https://github.com/AustralianCancerDataNetwork/omop-graph/discussions
-    about: Ask questions or start a general discussion.
\ No newline at end of file
+  - name: Discussions
+    url: https://github.com/orgs/AustralianCancerDataNetwork/discussions
+    about: Questions and general discussion about the CAVA stack.
diff --git a/.github/ISSUE_TEMPLATE/feature_request.yml b/.github/ISSUE_TEMPLATE/feature_request.yml
index 8014f92..7b1d3ad 100644
--- a/.github/ISSUE_TEMPLATE/feature_request.yml
+++ b/.github/ISSUE_TEMPLATE/feature_request.yml
@@ -1,28 +1,32 @@
 name: "🚀 Feature Request"
-description: Submit a proposal for a new feature
-labels: ["enhancement"]
+description: Propose a new feature or enhancement.
+type: "Feature"
 body:
+  - type: checkboxes
+    attributes:
+      label: Pre-flight
+      options:
+        - label: I searched existing issues and this has not been requested before.
+          required: true
+
   - type: textarea
-    id: motivation
+    id: problem
     attributes:
-      label: Motivation
-      description: Is your feature request related to a problem? (e.g., I'm always frustrated when [...])
+      label: Problem or motivation
+      description: What are you trying to do that you currently cannot?
     validations:
       required: true
+
   - type: textarea
-    id: pitch
+    id: proposal
     attributes:
-      label: Pitch
-      description: A clear and concise description of what you want to happen.
+      label: Proposed solution
+      description: How would you like this to work?
     validations:
       required: true
+
   - type: textarea
     id: alternatives
     attributes:
-      label: Alternatives
-      description: Any alternative solutions or features you've considered.
-  - type: textarea
-    id: context
-    attributes:
-      label: Additional context
-      description: Add any other context or screenshots here.
\ No newline at end of file
+      label: Alternatives considered
+      description: Other approaches you considered and why you ruled them out.
diff --git a/.github/ISSUE_TEMPLATE/not_working.yml b/.github/ISSUE_TEMPLATE/not_working.yml
index 5c39939..176a64e 100644
--- a/.github/ISSUE_TEMPLATE/not_working.yml
+++ b/.github/ISSUE_TEMPLATE/not_working.yml
@@ -1,35 +1,33 @@
 name: "❗ Something is not working"
-description: >
-  If something is not working as expected but you're not sure if it's a bug,
-  please follow the instructions in this template.
-
+description: Something behaves unexpectedly but you are not sure if it is a bug.
 body:
   - type: checkboxes
     attributes:
-      label: Is there an existing issue for this?
-      description: Please search to see if an issue already exists for the problem you encountered.
+      label: Pre-flight
       options:
-      - label: I have searched the existing issues
-        required: true
+        - label: I searched existing issues for this problem.
+          required: true
 
   - type: textarea
     id: summary
     attributes:
       label: Problem summary
-      description: Please provide 1-2 short sentences that succinctly describe the problem.
+      description: 1-2 sentences describing what is not working.
     validations:
       required: true
 
   - type: textarea
     id: reproduction
     attributes:
-      label: Code for reproduction
-      description: >
-        If possible, please provide a [minimum self-contained example](https://stackoverflow.com/help/minimal-reproducible-example).
-        It will be automatically formatted.
-        Here's another useful resource: [How To Ask Questions The Smart Way](http://www.catb.org/~esr/faqs/smart-questions.html).
-      placeholder: Your code here
-      render: python
+      label: Reproduction
+      description: Steps and/or a minimal code example. Wrap code in triple backticks.
+      placeholder: |
+        1. Import X and call Y with Z
+        2. Observe unexpected behaviour
+
+        ```python
+        # minimal example
+        ```
     validations:
       required: true
 
@@ -37,40 +35,31 @@ body:
     id: actual
     attributes:
       label: Actual outcome
-      description: Please describe the outcome of running the above code.
     validations:
       required: true
 
-  - type: textarea
-    id: logs
-    attributes:
-      label: Error messages
-      description: >
-        Please copy and paste any relevant log output.
-        Paste the full error traceback, not just the last error.
-        It will be automatically formatted.
-      placeholder: Your errors here
-      render: python-traceback
-
   - type: textarea
     id: expected
     attributes:
       label: Expected outcome
-      description: >
-        Please provide a description (or visual example) of the expected outcome
-        from the code snippet.
     validations:
       required: true
 
+  - type: textarea
+    id: logs
+    attributes:
+      label: Error messages
+      description: Full traceback if applicable. Formatted automatically.
+      render: python-traceback
+
   - type: textarea
     id: system
     attributes:
       label: System info
       description: |
-        Please run this command in your console and paste the output below
+        Run this in your environment and paste the output:
 
         ```shell
-        python <(curl -s https://raw.githubusercontent.com/AustralianCancerDataNetwork/omop-graph/refs/heads/main/scripts/system_information.py)
+        python <(curl -s https://raw.githubusercontent.com/AustralianCancerDataNetwork/cava-devops/main/scripts/cava_system_info.py)
         ```
-      placeholder: Your system info
-      render: shell
\ No newline at end of file
+      render: shell
diff --git a/.github/PULL_REQUEST_TEMPLATE.md b/.github/PULL_REQUEST_TEMPLATE.md
new file mode 100644
index 0000000..159dda2
--- /dev/null
+++ b/.github/PULL_REQUEST_TEMPLATE.md
@@ -0,0 +1,9 @@
+## Summary
+
+<!-- What does this PR do? This text becomes the changelog entry — write it for a reader who will see it months from now, not for the reviewer reading the diff. Leave blank for chore PRs. -->
+
+## Checklist
+
+- [ ] Applied exactly one label (`breaking`, `feature`, `fix`, `dependencies`, or `chore`)
+- [ ] Tests pass locally (`uv run pytest -q`)
+- [ ] Lint passes (`uv run ruff check .`)
diff --git a/.github/release-drafter.yml b/.github/release-drafter.yml
new file mode 100644
index 0000000..259b28c
--- /dev/null
+++ b/.github/release-drafter.yml
@@ -0,0 +1,31 @@
+name-template: 'v$RESOLVED_VERSION'
+tag-template: 'v$RESOLVED_VERSION'
+commitish: main
+
+categories:
+  - title: Breaking Changes
+    labels: ['breaking']
+  - title: Features
+    labels: ['feature']
+  - title: Fixes
+    labels: ['fix']
+  - title: Dependencies
+    labels: ['dependencies']
+
+template: |
+  $CHANGES
+
+change-template: '- **$TITLE** (#$NUMBER) @$AUTHOR'
+
+version-resolver:
+  major:
+    labels: ['breaking']
+  minor:
+    labels: ['feature']
+  patch:
+    labels: ['fix', 'dependencies']
+  default: patch
+
+exclude-labels: ['chore']
+
+autolabeler: []
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 0000000..ffb226f
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,19 @@
+name: CI
+on:
+  pull_request:
+    branches: [main]
+    types: [opened, synchronize, reopened, labeled, unlabeled]
+jobs:
+  label-gate:
+    uses: AustralianCancerDataNetwork/cava-devops/.github/workflows/label-gate.yml@main
+  build-test:
+    uses: AustralianCancerDataNetwork/cava-devops/.github/workflows/build-test.yml@main
+    with:
+      setup-commands: |
+        uv run omop-config configure omop_alchemy \
+          --dialect sqlite \
+          --database-name test.db \
+          --cdm-schema main
+        uv run omop-config configure omop_graph \
+          --max-depth 6 \
+          --max-paths 20
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 26defe3..09bfde3 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -1,37 +1,10 @@
-name: docs 
+name: Deploy Docs
 on:
   push:
-    tags:
-      - 'v*' # Triggers only when a version tag is pushed
-
+    tags: ['v*']
+  workflow_dispatch:
 permissions:
   contents: write
-
 jobs:
   deploy:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - name: Configure Git Credentials
-        run: |
-          git config user.name github-actions[bot]
-          git config user.email 41898282+github-actions[bot]@users.noreply.github.com
-      - uses: actions/setup-python@v5
-        with:
-          python-version: 3.x
-      - run: echo "cache_id=$(date --utc '+%V')" >> $GITHUB_ENV
-      - uses: actions/cache@v4
-        with:
-          key: mkdocs-material-${{ env.cache_id }}
-          path: ~/.cache 
-          restore-keys: |
-            mkdocs-material-
-
-      - name: Install MkDocs and plugins
-        run: pip install "mkdocs<2.0" mkdocs-material mkdocstrings-python mkdocs-mermaid2-plugin mkdocs-table-reader-plugin mkdocs-macros-plugin
-
-      - name: Install omop-graph
-        run: pip install .
-
-      - name: Deploy docs
-        run: mkdocs gh-deploy --force
\ No newline at end of file
+    uses: AustralianCancerDataNetwork/cava-devops/.github/workflows/deploy-docs.yml@main
diff --git a/.github/workflows/lint-pr.yml b/.github/workflows/lint-pr.yml
deleted file mode 100644
index 6e2207c..0000000
--- a/.github/workflows/lint-pr.yml
+++ /dev/null
@@ -1,16 +0,0 @@
-name: Lint PR
-
-on:
-  pull_request:
-    types:
-      - opened
-      - edited
-      - synchronize
-
-jobs:
-  main:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: amannn/action-semantic-pull-request@v5
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
diff --git a/.github/workflows/merge.yml b/.github/workflows/merge.yml
new file mode 100644
index 0000000..c43dab6
--- /dev/null
+++ b/.github/workflows/merge.yml
@@ -0,0 +1,13 @@
+name: Release Update
+on:
+  pull_request:
+    types: [closed]
+    branches: [main]
+permissions:
+  contents: write
+  pull-requests: read
+jobs:
+  draft:
+    if: github.event.pull_request.merged == true
+    uses: AustralianCancerDataNetwork/cava-devops/.github/workflows/release-drafter.yml@main
+    secrets: inherit
diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
new file mode 100644
index 0000000..9fc3cec
--- /dev/null
+++ b/.github/workflows/publish.yml
@@ -0,0 +1,21 @@
+name: Publish
+on:
+  push:
+    tags: ['v*']
+jobs:
+  build:
+    uses: AustralianCancerDataNetwork/cava-devops/.github/workflows/publish.yml@main
+  publish:
+    # Inline: PyPI OIDC checks job_workflow_ref, which must point to this file.
+    # Moving pypa/gh-action-pypi-publish into cava-devops would break the trusted publisher.
+    needs: build
+    runs-on: ubuntu-latest
+    permissions:
+      id-token: write
+    environment:
+      name: pypi
+      url: https://pypi.org/p/omop-graph
+    steps:
+      - uses: actions/download-artifact@v4
+        with: { name: dist, path: dist/ }
+      - uses: pypa/gh-action-pypi-publish@release/v1
diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
deleted file mode 100644
index 0c3eb86..0000000
--- a/.github/workflows/python-publish.yml
+++ /dev/null
@@ -1,41 +0,0 @@
-name: Publish to PyPI
-on:
-  push:
-    tags:
-      - 'v*' # Triggers only when a version tag is pushed
-  workflow_dispatch: # Allows you to manually trigger a fix
-
-jobs:
-  publish:
-    runs-on: ubuntu-latest
-    permissions:
-      id-token: write
-      contents: read
-    environment:
-      name: pypi
-
-    steps:
-      - uses: actions/checkout@v5
-        with:
-          fetch-depth: 0 # Required to verify branch history
-
-      - name: Verify tag is on main
-        run: |
-          if ! git branch -r --contains ${{ github.ref_name }} | grep -q "origin/main"; then
-            echo "Error: Tag ${{ github.ref_name }} is not on the main branch. Aborting."
-            exit 1
-          fi
-
-      - name: Set up Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: "3.12"
-
-      - name: Install build tools
-        run: python -m pip install --upgrade build
-
-      - name: Build package
-        run: python -m build
-
-      - name: Publish package distributions to PyPI
-        uses: pypa/gh-action-pypi-publish@release/v1
\ No newline at end of file
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
deleted file mode 100644
index fbdf354..0000000
--- a/.github/workflows/release.yml
+++ /dev/null
@@ -1,87 +0,0 @@
-name: Release
-
-on:
-  push:
-    branches:
-      - main
-  pull_request:
-    branches:
-      - main
-
-jobs:
-  test:
-    runs-on: ubuntu-latest
-    env:
-      OMOP_EMB_BACKEND: pgvector
-
-    steps:
-      - uses: actions/checkout@v5
-
-      - name: Install uv
-        uses: astral-sh/setup-uv@v7
-        with:
-          enable-cache: true
-          python-version: "3.12"
-
-      - name: Install dependencies
-        run: uv sync --all-extras --dev
-
-      - name: Configure omop-alchemy CDM resource
-        # Currently, no real db is required, just a registered resource
-        # so that OmopGraphConfig.get_config() can succeed
-        run: |
-          uv run omop-config configure omop_alchemy \
-            --dialect sqlite --database-name ":memory:" --cdm-schema main
-
-      - name: Configure omop-graph
-        run: uv run omop-config configure omop_graph --max-depth 6 --max-paths 20
-
-      - name: Run tests
-        run: uv run pytest
-
-  docs-check:
-    needs: test
-    runs-on: ubuntu-latest
-
-    steps:
-      - uses: actions/checkout@v5
-
-      - name: Set up Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: "3.12"
-
-      - name: Install MkDocs and plugins
-        run: pip install "mkdocs<2.0" mkdocs-material mkdocstrings-python mkdocs-mermaid2-plugin mkdocs-table-reader-plugin mkdocs-macros-plugin
-
-      - name: Install omop-graph
-        run: pip install .
-
-      - name: Build docs
-        run: mkdocs build --strict
-
-  release:
-    needs: docs-check
-    if: github.event_name == 'push' && github.ref == 'refs/heads/main'
-    runs-on: ubuntu-latest
-    concurrency: release
-    permissions:
-      contents: write
-
-    steps:
-      - name: Checkout
-        uses: actions/checkout@v5
-        with:
-          fetch-depth: 0
-          token: ${{ secrets.GITHUB_TOKEN }}
-
-      - name: Semantic Release
-        id: semantic
-        uses: cycjimmy/semantic-release-action@v6
-        with:
-          extra_plugins: |
-            @semantic-release/changelog
-            @semantic-release/git
-            @semantic-release/exec
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
\ No newline at end of file
diff --git a/.releaserc.json b/.releaserc.json
deleted file mode 100644
index 86116da..0000000
--- a/.releaserc.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "branches": ["main"],
-  "plugins": [
-    "@semantic-release/commit-analyzer",
-    "@semantic-release/release-notes-generator",
-    "@semantic-release/changelog",
-    [
-      "@semantic-release/exec",
-      {
-        "prepareCmd": "sed -i 's/version = \".*\"/version = \"${nextRelease.version}\"/' pyproject.toml"
-      }
-    ],
-    [
-      "@semantic-release/git",
-      {
-        "assets": ["CHANGELOG.md", "pyproject.toml"],
-        "message": "chore(release): ${nextRelease.version} [skip ci]\n\n${nextRelease.notes}"
-      }
-    ],
-    "@semantic-release/github"
-  ]
-}
\ No newline at end of file
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 1412ac7..8e4e16e 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,3 +1,6 @@
+> [!NOTE]
+> This file is no longer maintained. Release history from this point forward is in [GitHub Releases](https://github.com/AustralianCancerDataNetwork/omop-graph/releases).
+
 # [1.3.0](https://github.com/AustralianCancerDataNetwork/omop-graph/compare/v1.2.0...v1.3.0) (2026-07-03)
 
 
diff --git a/pyproject.toml b/pyproject.toml
index d4511f0..f2457fd 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "omop-graph"
-version = "1.3.0"
+dynamic = ["version"]
 description = "Explainable, OMOP-native knowledge graph traversal and pathfinding"
 readme = "README.md"
 requires-python = ">=3.12"
@@ -56,10 +56,9 @@ postgres = [
 ]
 
 
-[dependency-groups]
 dev = [
     "ipython>=9.8.0",
-    "mypy>=1.19.1",
+    "ty>=0.0.59",
     "pytest>=9.0.2",
     "pytest-cov>=7.0.0",
     "rich>=14.2.0",
@@ -71,7 +70,7 @@ dev = [
     "mkdocs-mermaid2-plugin",
     "mkdocs-table-reader-plugin",
     "mkdocs-macros-plugin",
-    "oa-configurator[postgres]>=0.1.1"
+    "oa-configurator[postgres]>=0.1.1",
 ]
 
 [project.scripts]
@@ -81,9 +80,16 @@ omop-graph = "omop_graph.cli:app"
 omop_graph = "omop_graph.config:OmopGraphConfig"
 
 [build-system]
-requires = ["hatchling"]
+requires = ["hatchling", "hatch-vcs"]
 build-backend = "hatchling.build"
 
+[tool.hatch.version]
+source = "vcs"
+raw-options = { tag_regex = '^v?(?P<version>[0-9]+\.[0-9]+\.[0-9]+)$' }
+
 [tool.hatch.build.targets.wheel]
 packages = ["src/omop_graph"]
 
+[tool.uv]
+cache-keys = [{ file = "pyproject.toml" }, { git = { commit = true, tags = true } }]
+
diff --git a/src/omop_graph/cli.py b/src/omop_graph/cli.py
index 8e8a1c8..c9d9f7e 100644
--- a/src/omop_graph/cli.py
+++ b/src/omop_graph/cli.py
@@ -127,12 +127,12 @@ def relationship_classification(
     with engine.begin() as conn:
         conn.execute(
             sa.text(
-                f"DROP TABLE IF EXISTS {RelationshipMapping.staging_tablename()} CASCADE"  # type: ignore[attr-defined]
+                f"DROP TABLE IF EXISTS {RelationshipMapping.staging_tablename()} CASCADE"  # ty: ignore[invalid-argument-type]
             )
         )
         conn.execute(
             sa.text(
-                f"DROP TABLE IF EXISTS {RelationshipClass.staging_tablename()} CASCADE"  # type: ignore[attr-defined]
+                f"DROP TABLE IF EXISTS {RelationshipClass.staging_tablename()} CASCADE"  # ty: ignore[invalid-argument-type]
             )
         )
         conn.execute(sa.text("DROP TYPE IF EXISTS predicatekindenum CASCADE;"))
@@ -156,7 +156,7 @@ def relationship_classification(
             )
 
             with bulk_load_context(session):
-                model.load_csv(  # type: ignore
+                model.load_csv(  # ty: ignore[invalid-argument-type]
                     session,
                     csv_path,
                     dedupe=True,
diff --git a/src/omop_graph/extensions/emb.py b/src/omop_graph/extensions/emb.py
index 3c910f5..05b538f 100644
--- a/src/omop_graph/extensions/emb.py
+++ b/src/omop_graph/extensions/emb.py
@@ -124,7 +124,7 @@ def get_embedding_writer_interface(
         raise TypeError(
             f"Expected embedding interface to be a writer, but got {type(interface)}. Instantiate the KG with an embedding client to get a writer interface."
         )
-    return interface  # type: ignore[return-value]
+    return interface  # ty: ignore[invalid-return-type]
 
 
 def semantic_similarity(
diff --git a/src/omop_graph/oaklib_interface/omop_implementation.py b/src/omop_graph/oaklib_interface/omop_implementation.py
index 75c1df4..2b99a07 100644
--- a/src/omop_graph/oaklib_interface/omop_implementation.py
+++ b/src/omop_graph/oaklib_interface/omop_implementation.py
@@ -515,7 +515,9 @@ def multilingual(self) -> bool:
     def multilingual(self, value: bool) -> None:
         pass  # OMOP is always monolingual; setter required by base interface contract
 
-    def entities(  # type: ignore[override]
+    # Base: entities(self, filter_obsoletes=True, owl_type=None) -> Iterable[CURIE]
+    # Override narrows to OMOP domain/standard_only filtering; LSP intentionally broken.
+    def entities(  # ty: ignore[invalid-method-override]
         self,
         domain: str | None = None,
         standard_only: bool = True,
@@ -607,7 +609,10 @@ def curies_by_label(self, label: str) -> List[CURIE]:
         cids = self.kg.concept_ids_by_label(label.strip())
         return [self._concept_curie(cid) for cid in cids]
 
-    def relationships(  # type: ignore[override]
+    # Base: relationships(self, subjects, predicates, objects, include_tbox, include_abox,
+    #       include_entailed, exclude_blank, invert) -> Iterator[RELATIONSHIP]
+    # Override drops include_* params; OMOP graph has no TBox/ABox distinction.
+    def relationships(  # ty: ignore[invalid-method-override]
         self,
         subjects: Iterable[CURIE] | None = None,
         predicates: Iterable[str] | None = None,
diff --git a/src/omop_graph/utils/text_utils.py b/src/omop_graph/utils/text_utils.py
index faa51de..db76108 100644
--- a/src/omop_graph/utils/text_utils.py
+++ b/src/omop_graph/utils/text_utils.py
@@ -2,8 +2,7 @@
 from typing import Protocol, Iterable, Tuple
 
 try:
-    from cava_nlp import CaVaLang  # type: ignore
-
+    from cava_nlp import CaVaLang  # ty: ignore[unresolved-import]
     _HAS_CAVA = True
 except ImportError:
     CaVaLang = None
@@ -20,4 +19,4 @@ def cava_tokenizer():
             "CaVa NLP support not installed. "
             "Install with `pip install omop-spires[nlp]`"
         )
-    return CaVaLang()  # type: ignore
+    return CaVaLang()  # ty: ignore[call-non-callable]
diff --git a/uv.lock b/uv.lock
index bc64190..7fee82f 100644
--- a/uv.lock
+++ b/uv.lock
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