diff --git a/.github/workflows/build-models.yml b/.github/workflows/build-models.yml
deleted file mode 100644
index 82e8a10..0000000
--- a/.github/workflows/build-models.yml
+++ /dev/null
@@ -1,100 +0,0 @@
-name: Build and Publish Models
-
-on:
-  release:
-    types: [published]
-
-permissions:
-  contents: write
-
-jobs:
-  discover:
-    runs-on: ubuntu-latest
-    outputs:
-      models: ${{ steps.find.outputs.models }}
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          submodules: true
-
-      - uses: astral-sh/setup-uv@v5
-
-      - uses: actions/setup-python@v5
-        with:
-          python-version: "3.12"
-
-      - id: find
-        name: Discover models
-        run: |
-          models=$(uv run dtai list --json-output)
-          echo "models=$models" >> "$GITHUB_OUTPUT"
-
-  build:
-    needs: discover
-    runs-on: ubuntu-latest
-    strategy:
-      fail-fast: false
-      matrix:
-        include: ${{ fromJson(needs.discover.outputs.models) }}
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          submodules: true
-
-      - uses: astral-sh/setup-uv@v5
-
-      - uses: actions/setup-python@v5
-        with:
-          python-version: "3.12"
-
-      - name: Install dependencies
-        run: uv sync --group ${{ matrix.dep_group }}
-
-      - name: Download checkpoints
-        run: uv run dtai setup ${{ matrix.id }}
-
-      - name: Convert to ONNX
-        run: uv run dtai convert ${{ matrix.id }}
-
-      - name: Validate output
-        run: uv run dtai validate ${{ matrix.id }}
-
-      - name: Package model
-        run: uv run dtai package ${{ matrix.id }}
-
-      - uses: actions/upload-artifact@v4
-        with:
-          name: ${{ matrix.id }}
-          path: output/${{ matrix.id }}.dtmodel
-
-  publish:
-    needs: build
-    if: always() && !cancelled()
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-
-      - uses: astral-sh/setup-uv@v5
-
-      - uses: actions/setup-python@v5
-        with:
-          python-version: "3.12"
-
-      - name: Generate versions.json
-        run: uv run dtai versions
-
-      - uses: actions/download-artifact@v4
-        with:
-          path: artifacts
-
-      - name: Upload release assets
-        env:
-          GH_TOKEN: ${{ github.token }}
-          GH_REPO: ${{ github.repository }}
-        run: |
-          for pkg in artifacts/*/*.dtmodel; do
-            echo "Uploading $(basename "$pkg")..."
-            gh release upload "${{ github.event.release.tag_name }}" "$pkg" --repo "$GH_REPO"
-          done
-          echo "Uploading versions.json..."
-          gh release upload "${{ github.event.release.tag_name }}" output/versions.json --repo "$GH_REPO"
diff --git a/.github/workflows/check-models.yml b/.github/workflows/check-pr.yml
similarity index 56%
rename from .github/workflows/check-models.yml
rename to .github/workflows/check-pr.yml
index a225eac..e523916 100644
--- a/.github/workflows/check-models.yml
+++ b/.github/workflows/check-pr.yml
@@ -1,27 +1,36 @@
-name: Check Models
+name: Check Models PR
 
 on:
   pull_request:
-    branches: [master]
-  push:
-    branches: [master]
+    branches: [master, 'models-*.x']
+  workflow_dispatch:
+
+# one check per PR; new pushes cancel the previous run
+concurrency:
+  group: check-pr-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
 
 permissions:
   contents: read
 
 jobs:
   discover:
+    # auto on upstream only; forks opt in via the Actions UI
+    if: github.repository == 'darktable-org/darktable-ai' || github.event_name == 'workflow_dispatch'
     runs-on: ubuntu-latest
     outputs:
       models: ${{ steps.find.outputs.models }}
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v6
         with:
           submodules: true
 
-      - uses: astral-sh/setup-uv@v5
+      - uses: astral-sh/setup-uv@v8.1.0
+        with:
+          enable-cache: true
+          cache-dependency-glob: "uv.lock"
 
-      - uses: actions/setup-python@v5
+      - uses: actions/setup-python@v6
         with:
           python-version: "3.12"
 
@@ -37,7 +46,7 @@ jobs:
 
   check:
     needs: discover
-    if: ${{ needs.discover.outputs.models != '[]' }}
+    if: ${{ needs.discover.outputs.models != '[]' && (github.repository == 'darktable-org/darktable-ai' || github.event_name == 'workflow_dispatch') }}
     runs-on: ubuntu-latest
     strategy:
       fail-fast: false
@@ -45,13 +54,16 @@ jobs:
         include: ${{ fromJson(needs.discover.outputs.models) }}
     name: ${{ matrix.id }}
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v6
         with:
           submodules: true
 
-      - uses: astral-sh/setup-uv@v5
+      - uses: astral-sh/setup-uv@v8.1.0
+        with:
+          enable-cache: true
+          cache-dependency-glob: "uv.lock"
 
-      - uses: actions/setup-python@v5
+      - uses: actions/setup-python@v6
         with:
           python-version: "3.12"
 
diff --git a/.github/workflows/nightly.yml b/.github/workflows/nightly.yml
new file mode 100644
index 0000000..fccaa68
--- /dev/null
+++ b/.github/workflows/nightly.yml
@@ -0,0 +1,189 @@
+name: Nightly Models
+run-name: Nightly Models
+
+on:
+  push:
+    branches: [master]
+    paths:
+      - 'models/**'
+      - '.github/workflows/nightly.yml'
+  workflow_dispatch:
+
+# one nightly at a time; new master pushes cancel the previous run
+concurrency:
+  group: nightly
+  cancel-in-progress: true
+
+permissions:
+  contents: write
+
+jobs:
+  discover:
+    # auto on upstream only; forks opt in via the Actions UI
+    if: github.repository == 'darktable-org/darktable-ai' || github.event_name == 'workflow_dispatch'
+    runs-on: ubuntu-latest
+    outputs:
+      models: ${{ steps.find.outputs.models }}
+      dt_version: ${{ steps.dt.outputs.version }}
+      dt_prefix: ${{ steps.dt.outputs.prefix }}
+      is_dev: ${{ steps.dt.outputs.is_dev }}
+    steps:
+      - uses: actions/checkout@v6
+        with:
+          submodules: true
+          fetch-depth: 0  # need tags for git describe
+
+      - uses: astral-sh/setup-uv@v8.1.0
+        with:
+          enable-cache: true
+          cache-dependency-glob: "uv.lock"
+
+      - uses: actions/setup-python@v6
+        with:
+          python-version: "3.12"
+
+      - id: find
+        name: Discover models
+        run: |
+          models=$(uv run dtai list --json-output)
+          echo "models=$models" >> "$GITHUB_OUTPUT"
+
+      - id: dt
+        name: Derive nightly version from our own release-* tags
+        run: |
+          VERSION=$(./tools/get_git_version_string.sh)
+          # X.Y.Z prefix only — used as the nightly tag so darktable's
+          # release-discovery code parses it as a valid version
+          PREFIX=$(echo "$VERSION" | sed 's/[+~].*//' | awk -F. '{printf "%s.%s.%s", $1, $2, $3}')
+          # only publish on dev cycles (odd minor); even minor = stable
+          # line or hotfix branch, skip
+          MINOR=$(echo "$PREFIX" | awk -F. '{print $2}')
+          IS_DEV=false
+          case "$MINOR" in
+            1|3|5|7|9) IS_DEV=true ;;
+          esac
+          echo "version=$VERSION" >> "$GITHUB_OUTPUT"
+          echo "prefix=$PREFIX" >> "$GITHUB_OUTPUT"
+          echo "is_dev=$IS_DEV" >> "$GITHUB_OUTPUT"
+          echo "::notice::nightly version $PREFIX (is_dev=$IS_DEV)"
+
+  build:
+    needs: discover
+    if: needs.discover.outputs.is_dev == 'true' && (github.repository == 'darktable-org/darktable-ai' || github.event_name == 'workflow_dispatch')
+    runs-on: ubuntu-latest
+    strategy:
+      fail-fast: false
+      matrix:
+        include: ${{ fromJson(needs.discover.outputs.models) }}
+    steps:
+      - uses: actions/checkout@v6
+        with:
+          submodules: true
+
+      - uses: astral-sh/setup-uv@v8.1.0
+        with:
+          enable-cache: true
+          cache-dependency-glob: "uv.lock"
+
+      - uses: actions/setup-python@v6
+        with:
+          python-version: "3.12"
+
+      - name: Install dependencies
+        run: uv sync --group ${{ matrix.dep_group }}
+
+      - name: Download checkpoints
+        run: uv run dtai setup ${{ matrix.id }}
+
+      - name: Convert to ONNX
+        run: uv run dtai convert ${{ matrix.id }}
+
+      - name: Validate output
+        run: uv run dtai validate ${{ matrix.id }}
+
+      - name: Package model
+        run: uv run dtai package ${{ matrix.id }}
+
+      - uses: actions/upload-artifact@v7
+        with:
+          name: ${{ matrix.id }}
+          path: output/${{ matrix.id }}.dtmodel
+          retention-days: 1
+
+  publish:
+    needs: [discover, build]
+    # require dev cycle and every matrix member to succeed
+    if: ${{ !cancelled() && needs.discover.outputs.is_dev == 'true' && needs.build.result == 'success' && (github.repository == 'darktable-org/darktable-ai' || github.event_name == 'workflow_dispatch') }}
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v6
+
+      - uses: astral-sh/setup-uv@v8.1.0
+        with:
+          enable-cache: true
+          cache-dependency-glob: "uv.lock"
+
+      - uses: actions/setup-python@v6
+        with:
+          python-version: "3.12"
+
+      - name: Generate versions.json
+        run: uv run dtai versions
+
+      - uses: actions/download-artifact@v8
+        with:
+          path: artifacts
+
+      # delete all nightly-* releases so the next publish creates a
+      # fresh one with a new created_at — keeps it at the top of
+      # /releases. updating in place keeps the original timestamp
+      - name: Remove existing nightly releases
+        env:
+          GH_TOKEN: ${{ github.token }}
+        run: |
+          for old in $(gh release list --json tagName \
+                         -q '.[].tagName' | grep '^nightly-' || true); do
+            gh release delete "$old" --yes --cleanup-tag
+          done
+
+      # recreate nightly-X.Y.Z at HEAD; delete-first handles orphan tags
+      - name: Force move nightly tag
+        env:
+          NIGHTLY_TAG: nightly-${{ needs.discover.outputs.dt_prefix }}
+        run: |
+          git tag -d "$NIGHTLY_TAG" 2>/dev/null || true
+          git push origin --delete "$NIGHTLY_TAG" 2>/dev/null || true
+          git tag "$NIGHTLY_TAG"
+          git push origin "$NIGHTLY_TAG"
+
+      # build date in the release title, so users can tell at a glance
+      # how fresh the artifacts are. version info still ships in the body
+      - name: Get build date
+        id: date
+        run: echo "date=$(date +'%Y%m%d')" >> "$GITHUB_OUTPUT"
+
+      - name: Publish nightly release
+        uses: ncipollo/release-action@v1.21.0
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        with:
+          tag: nightly-${{ needs.discover.outputs.dt_prefix }}
+          name: "nightly models build ${{ steps.date.outputs.date }}"
+          prerelease: true
+          allowUpdates: true     # roll the same pre-release each run
+          removeArtifacts: true  # wipe stale .dtmodel assets first
+          # hide as draft if dispatched from a tag ref (defensive)
+          draft: ${{ startsWith(github.ref, 'refs/tags/') }}
+          body: |
+            Version: `${{ needs.discover.outputs.dt_version }}` (targets darktable ${{ needs.discover.outputs.dt_prefix }})
+
+            This is a nightly build of darktable AI models, tracking the `master` branch of `darktable-ai`. It is rebuilt automatically whenever a model definition changes.
+
+            You can use these if you want to try new or updated models without waiting for an official release. New checkpoints, format changes and packaging tweaks all land here first. The trade-off is the usual one – things move faster, things break more often, and behaviour can change between runs. **Use with caution.**
+
+            To install, open *preferences → AI* in your nightly darktable build and download the models you want. Existing installations will pick up the update via the version check.
+
+            __Please help us improve the models by reporting any issues you encounter!__ :wink:
+          artifacts: |
+            artifacts/*/*.dtmodel
+            output/versions.json
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
new file mode 100644
index 0000000..a62fc85
--- /dev/null
+++ b/.github/workflows/release.yml
@@ -0,0 +1,127 @@
+name: Release Models
+run-name: Release Models ${{ github.ref_name }}
+
+on:
+  push:
+    tags:
+      # only even-minor tags are real releases; odd-minor tags are dev
+      # anchors for git describe and must not fire this workflow
+      - 'release-[0-9]+.[02468].[0-9]+'
+      - 'release-[0-9]+.[02468].[0-9]+.[0-9]+'
+  workflow_dispatch:
+
+permissions:
+  contents: write
+
+jobs:
+  discover:
+    # auto on upstream only; forks opt in via the Actions UI
+    if: github.repository == 'darktable-org/darktable-ai' || github.event_name == 'workflow_dispatch'
+    runs-on: ubuntu-latest
+    outputs:
+      models: ${{ steps.find.outputs.models }}
+    steps:
+      - uses: actions/checkout@v6
+        with:
+          submodules: true
+
+      - uses: astral-sh/setup-uv@v8.1.0
+        with:
+          enable-cache: true
+          cache-dependency-glob: "uv.lock"
+
+      - uses: actions/setup-python@v6
+        with:
+          python-version: "3.12"
+
+      - id: find
+        name: Discover models
+        run: |
+          models=$(uv run dtai list --json-output)
+          echo "models=$models" >> "$GITHUB_OUTPUT"
+
+  build:
+    needs: discover
+    if: github.repository == 'darktable-org/darktable-ai' || github.event_name == 'workflow_dispatch'
+    runs-on: ubuntu-latest
+    strategy:
+      fail-fast: false
+      matrix:
+        include: ${{ fromJson(needs.discover.outputs.models) }}
+    steps:
+      - uses: actions/checkout@v6
+        with:
+          submodules: true
+
+      - uses: astral-sh/setup-uv@v8.1.0
+        with:
+          enable-cache: true
+          cache-dependency-glob: "uv.lock"
+
+      - uses: actions/setup-python@v6
+        with:
+          python-version: "3.12"
+
+      - name: Install dependencies
+        run: uv sync --group ${{ matrix.dep_group }}
+
+      - name: Download checkpoints
+        run: uv run dtai setup ${{ matrix.id }}
+
+      - name: Convert to ONNX
+        run: uv run dtai convert ${{ matrix.id }}
+
+      - name: Validate output
+        run: uv run dtai validate ${{ matrix.id }}
+
+      - name: Package model
+        run: uv run dtai package ${{ matrix.id }}
+
+      - uses: actions/upload-artifact@v7
+        with:
+          name: ${{ matrix.id }}
+          path: output/${{ matrix.id }}.dtmodel
+
+  publish:
+    needs: build
+    # require a release-* tag AND every matrix member to succeed;
+    # dispatch from a branch builds but doesn't publish (test runs)
+    if: ${{ !cancelled() && needs.build.result == 'success' && startsWith(github.ref, 'refs/tags/release-') }}
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v6
+
+      - uses: astral-sh/setup-uv@v8.1.0
+        with:
+          enable-cache: true
+          cache-dependency-glob: "uv.lock"
+
+      - uses: actions/setup-python@v6
+        with:
+          python-version: "3.12"
+
+      - name: Generate versions.json
+        run: uv run dtai versions
+
+      - uses: actions/download-artifact@v8
+        with:
+          path: artifacts
+
+      - name: Resolve version from tag
+        id: ver
+        run: |
+          VERSION="${GITHUB_REF_NAME#release-}"
+          echo "version=$VERSION" >> "$GITHUB_OUTPUT"
+
+      - name: Publish release
+        uses: ncipollo/release-action@v1.21.0
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        with:
+          tag: ${{ github.ref_name }}
+          name: "release ${{ steps.ver.outputs.version }}"
+          bodyFile: RELEASE_NOTES.md
+          draft: true  # maintainer reviews and publishes from the UI
+          artifacts: |
+            artifacts/*/*.dtmodel
+            output/versions.json
diff --git a/.gitignore b/.gitignore
index ff4df75..c8beffd 100644
--- a/.gitignore
+++ b/.gitignore
@@ -5,7 +5,6 @@ __pycache__/
 *.so
 *.egg-info/
 *.egg
-uv.lock
 dist/
 build/
 
diff --git a/RELEASE_NOTES.md b/RELEASE_NOTES.md
new file mode 100644
index 0000000..b8904d2
--- /dev/null
+++ b/RELEASE_NOTES.md
@@ -0,0 +1,30 @@
+We're pleased to announce the first release of the darktable AI models, 5.6.0!
+
+The github release is here: [https://github.com/darktable-org/darktable-ai/releases/tag/release-5.6.0](https://github.com/darktable-org/darktable-ai/releases/tag/release-5.6.0).
+
+These models are intended for darktable 5.6.0 and later. They power the AI features introduced in this darktable release – interactive object masking and neural restore (raw denoise, image denoise, upscale). Models are installed and managed from the AI tab in darktable's preferences.
+
+## Models
+
+### Object masking – used in the darkroom mask manager's AI object tool
+
+- **mask sam2.1 hiera small** (`mask-object-sam21-small`) – Segment Anything 2.1 (Hiera Small). Click on an object to generate a precise mask; click again with foreground/background prompt points to refine. Encoder + decoder pair: the encoder runs once per image (with optional GPU acceleration), the lightweight decoder produces masks interactively. Default choice for most users.
+
+- **mask sam2.1 hiera tiny / base plus** (`mask-object-sam21-tiny`, `mask-object-sam21-base-plus`) – lighter and heavier variants of the same SAM 2.1 pipeline. Use *tiny* on low-memory systems or for faster encoder runs; use *base plus* when *small* doesn't capture an object cleanly.
+
+- **mask segnext vitb-sax2 hq** (`mask-object-segnext-b2hq`) – SegNext ViT-B SAx2 HQ fine-tuned for interactive masking. Alternative to SAM 2.1 with openly documented training data. Also useful when SAM 2.1's segmentation behaviour doesn't fit a particular scene.
+
+### Neural restore – used in the neural restore module in the lighttable/darkroom sidebar
+
+- **denoise nind** (`denoise-nind`) – UNet denoiser from the NIND (Natural Image Noise Dataset) project, trained on Wikimedia Commons noisy/clean pairs. Drives the module's *denoise* task on demosaiced RGB; the result is written as a TIFF with the output ICC profile embedded and grouped with the source in the library.
+
+- **denoise nafnet small** (`denoise-nafnet`) – lightweight NAFNet denoiser trained on the SIDD smartphone dataset. Alternative *denoise* task model – tuned for noise patterns typical of small-sensor cameras.
+
+- **raw denoise nind** (`rawdenoise-nind`) – UtNet2 raw-domain denoiser trained on RawNIND. Drives the module's *raw denoise* task; the result is written as a DNG that re-enters the user's existing edit (Bayer or linear Rec.2020). The X-Trans variant falls back to the linear pipeline for now.
+
+- **upscale bsrgan** (`upscale-bsrgan`) – BSRGAN blind super-resolution model with 2× and 4× tile sizes packaged together. Drives the module's *upscale* task; result is written as a TIFF embedding the output ICC profile.
+
+## Compatibility
+
+- Darktable version: 5.6.0.
+- All models are statically-shaped ONNX with tile sizes declared in the manifest. Tiles are sized for both CPU inference and the GPU execution providers supported by darktable (CUDA, ROCm/MIGraphX, DirectML, OpenVINO, CoreML).
\ No newline at end of file
diff --git a/tools/get_git_version_string.sh b/tools/get_git_version_string.sh
new file mode 100755
index 0000000..4e769d7
--- /dev/null
+++ b/tools/get_git_version_string.sh
@@ -0,0 +1,34 @@
+#!/bin/sh
+#
+# Compute a darktable-style version string from the repo's git history.
+# Mirrors darktable/tools/get_git_version_string.sh so model releases
+# carry the same version shape as the host app.
+#
+# Examples of output:
+#   release-5.6.0 tagged commit      -> "5.6.0"
+#   47 commits past release-5.6.0    -> "5.6.0+47~gXXXXXXX"
+#   dirty working tree               -> "5.6.0+47~gXXXXXXX~dirty"
+#   no release-* tag at all          -> bare commit hash from git describe
+#   not a git repo / unknown         -> "unknown-version" (exits 0)
+#
+# Used by CI workflows for the nightly version label and by maintainer
+# scripts that need to print "what version am I on".
+
+VERSION="$(git describe --tags --dirty --match release-* 2>/dev/null)"
+
+if [ $? -eq 0 ] ;
+then
+  echo "$VERSION" | sed 's,^release-,,;s,-,+,;s,-,~,;'
+  exit 0
+fi
+
+# shallow clones may have no tags; fall back to the bare commit hash
+VERSION="$(git describe --always --dirty 2>/dev/null)"
+if [ $? -eq 0 ] ;
+then
+  echo "$VERSION"
+  exit 0
+fi
+
+echo "unknown-version"
+exit 0
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000..476539d
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,2099 @@
+version = 1
+revision = 3
+requires-python = ">=3.11, <3.13"
+resolution-markers = [
+    "python_full_version >= '3.12' and sys_platform == 'darwin'",
+    "python_full_version >= '3.12' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "(python_full_version >= '3.12' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.12' and sys_platform != 'darwin' and sys_platform != 'linux')",
+    "python_full_version < '3.12' and sys_platform == 'darwin'",
+    "python_full_version < '3.12' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "(python_full_version < '3.12' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.12' and sys_platform != 'darwin' and sys_platform != 'linux')",
+]
+
+[[package]]
+name = "absl-py"
+version = "2.4.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/64/c7/8de93764ad66968d19329a7e0c147a2bb3c7054c554d4a119111b8f9440f/absl_py-2.4.0.tar.gz", hash = "sha256:8c6af82722b35cf71e0f4d1d47dcaebfff286e27110a99fc359349b247dfb5d4", size = 116543, upload-time = "2026-01-28T10:17:05.322Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/18/a6/907a406bb7d359e6a63f99c313846d9eec4f7e6f7437809e03aa00fa3074/absl_py-2.4.0-py3-none-any.whl", hash = "sha256:88476fd881ca8aab94ffa78b7b6c632a782ab3ba1cd19c9bd423abc4fb4cd28d", size = 135750, upload-time = "2026-01-28T10:17:04.19Z" },
+]
+
+[[package]]
+name = "addict"
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