diff --git a/.github/workflows/regression-drift.yaml b/.github/workflows/regression-drift.yaml
index 7ae1d6aba..9d4620264 100644
--- a/.github/workflows/regression-drift.yaml
+++ b/.github/workflows/regression-drift.yaml
@@ -4,8 +4,8 @@
 # catching baselines that no longer reproduce within tolerance (e.g. after a dependency upgrade)
 # even when no pull request touched them.
 #
-# Run on the public runners with no credentials (read-only access to the public repository and public read access to the native blobs),
-# so it is safe on untrusted fork pull-request code.
+# Runs on the self-hosted ARC runners to reuse the persistent dataset and intake-esgf caches
+# (REF_DATASET_CACHE_DIR=/data/cache/datasets, ~/.esgf and the read-only /data/cmip6 archive).
 # A failure here means a stored baseline has drifted and needs investigation (and possibly a re-mint).
 # See docs/background/regression-baselines.md.
 name: Regression baselines (nightly drift)
@@ -28,7 +28,10 @@ jobs:
   drift:
     # Don't run the scheduled check on forks.
     if: github.repository == 'Climate-REF/climate-ref'
-    runs-on: ubuntu-latest
+    runs-on: "arc-climate-ref"
+    env:
+      # Avoid the huge amounts of TQDM output from the download
+      TQDM_DISABLE: "1"
     strategy:
       # A drift in one provider must not cancel the others' checks.
       fail-fast: false
diff --git a/.github/workflows/regression-mint.yaml b/.github/workflows/regression-mint.yaml
index b6dd8f582..132fde235 100644
--- a/.github/workflows/regression-mint.yaml
+++ b/.github/workflows/regression-mint.yaml
@@ -47,11 +47,17 @@ concurrency:
 jobs:
   mint:
     if: github.repository == 'Climate-REF/climate-ref'
-    runs-on: ubuntu-latest
+    # Run on the self-hosted ARC runners.
+    # They mount the persistent dataset, software, and intake-esgf caches.
+    # This requires approval by a maintainer to be run.
+    runs-on: "arc-climate-ref"
     environment: native-baselines
     defaults:
       run:
         shell: bash
+    env:
+      # Keep the cache-warming download steps from flooding the log with progress bars.
+      TQDM_DISABLE: "1"
     steps:
       - name: Refuse to mint on the default branch
         if: github.ref_name == github.event.repository.default_branch
@@ -66,10 +72,27 @@ jobs:
           python-version: "3.13"
       - name: Fetch sample data
         run: uv run ref datasets fetch-sample-data
+      - name: Set up provider (environment + reference data)
+        env:
+          PROVIDER: ${{ inputs.provider }}
+        # Provisions the provider's conda environment (where applicable) and its
+        # reference-data registries. ILAMB/PMP/ESMValTool diagnostics read observational
+        # reference data that is not part of the ESGF model fetch above; without this the
+        # diagnostic fails to open its reference files during the mint run.
+        run: uv run ref providers setup --provider "${PROVIDER}"
       - name: Restore test-case catalog paths
         env:
           PROVIDER: ${{ inputs.provider }}
-        run: uv run ref test-cases fetch --provider "${PROVIDER}" || echo "::warning::test-case fetch incomplete"
+          DIAGNOSTIC: ${{ inputs.diagnostic }}
+          TEST_CASE: ${{ inputs.test_case }}
+        run: |
+          # Scope the fetch to the dispatched diagnostic/test case so a single-case
+          # mint does not re-fetch every case for the provider (cmip7 cases in
+          # particular can stall on ESGF). Mirrors the mint step's argument handling.
+          args=(--provider "${PROVIDER}")
+          if [ -n "${DIAGNOSTIC}" ]; then args+=(--diagnostic "${DIAGNOSTIC}"); fi
+          if [ -n "${TEST_CASE}" ]; then args+=(--test-case "${TEST_CASE}"); fi
+          uv run ref test-cases fetch "${args[@]}" || echo "::warning::test-case fetch incomplete"
       - name: Verify store credentials
         env:
           REF_NATIVE_STORE_ACCESS_KEY_ID: ${{ secrets.R2_ACCESS_KEY_ID }}
@@ -99,9 +122,12 @@ jobs:
           git config user.name "github-actions[bot]"
           git config user.email "41898282+github-actions[bot]@users.noreply.github.com"
 
-          # Stage only the committed bundle and manifest; native blobs live in the
-          # object store, not the tree, and nothing else should change during a mint.
+          # Stage the committed bundle, its manifest, and the input catalog.
+          # The catalog.yaml is included because the mint regenerates it:
+          #  datasets.hash (its _metadata.hash, recorded as the manifest's catalog_hash) is not reproducible across pandas versions,
+          #  so the runner's value can differ from the developer-authored one.
           git add ':(glob)packages/**/test-data/**/manifest.json' \
+                  ':(glob)packages/**/test-data/**/catalog.yaml' \
                   ':(glob)packages/**/test-data/**/regression/**'
           if git diff --cached --quiet; then
             echo "No baseline changes to commit; the native blobs were already current."
@@ -111,4 +137,19 @@ jobs:
           # Pushed with GITHUB_TOKEN, so GitHub will NOT start new workflow runs for this
           # commit: the PR gate does not auto-replay the freshly minted baseline. Push a
           # follow-up commit (or re-run the PR gate) to verify it. See docs/background/regression-baselines.md.
-          git push origin "HEAD:${GITHUB_REF_NAME}"
+          #
+          # The branch may have advanced (e.g. mint of another diagnostic).
+          # Different diagnostics touch disjoint test-data paths, so the rebase does not conflict.
+          for attempt in 1 2 3 4 5; do
+            if git push origin "HEAD:${GITHUB_REF_NAME}"; then
+              exit 0
+            fi
+            echo "push rejected (attempt ${attempt}); rebasing onto origin/${GITHUB_REF_NAME}"
+            git fetch origin "${GITHUB_REF_NAME}"
+            git rebase "origin/${GITHUB_REF_NAME}" || {
+              echo "::error::rebase conflict while committing regenerated baselines"
+              exit 1
+            }
+          done
+          echo "::error::failed to push regenerated baselines after retries"
+          exit 1
diff --git a/.github/workflows/regression-pr-gate.yaml b/.github/workflows/regression-pr-gate.yaml
index aaabc696a..7753afcf6 100644
--- a/.github/workflows/regression-pr-gate.yaml
+++ b/.github/workflows/regression-pr-gate.yaml
@@ -40,8 +40,6 @@ jobs:
         with:
           python-version: "3.13"
       - name: Decide and verify baselines
-        # The gate fetches sample data only when a case actually needs replaying,
-        # so a PR that touches no baselines completes without any downloads.
         env:
           GITHUB_BASE_REF: ${{ github.base_ref }}
         run: bash scripts/ci/regression-pr-gate.sh
diff --git a/Makefile b/Makefile
index 92cb538ba..4967595f9 100644
--- a/Makefile
+++ b/Makefile
@@ -145,6 +145,10 @@ test-diagnostics: test-diagnostic-example test-diagnostic-esmvaltool test-diagno
 .PHONY: test-executors
 test-executors: test-celery
 
+.PHONY: regression-gate
+regression-gate:  ## run the regression baseline coupling gate + replay (compares against origin/main)
+	bash scripts/ci/regression-pr-gate.sh
+
 .PHONY: test
 test: clean test-core test-ref test-executors test-diagnostics test-integration ## run the tests
 	uv run coverage report
diff --git a/changelog/738.feature.md b/changelog/738.feature.md
new file mode 100644
index 000000000..cb335dca5
--- /dev/null
+++ b/changelog/738.feature.md
@@ -0,0 +1 @@
+ILAMB regression baselines are migrated to the per-package Framework B layout, starting with the `mrsos-wangmao`, `gpp-fluxnet2015` and `lai-avh15c1` cmip6 test cases. Each carries a committed CMEC bundle and a manifest; native blobs are published separately through the gated mint workflow. ILAMB executions now also declare their scalar CSV and netCDF outputs in the CMEC output bundle so they are persisted with the results and can be replayed.
diff --git a/changelog/738.fix.md b/changelog/738.fix.md
new file mode 100644
index 000000000..342b0ccc2
--- /dev/null
+++ b/changelog/738.fix.md
@@ -0,0 +1 @@
+Regression `series.json` baselines are now written with a stable, dimension-sorted order. Previously a diagnostic could emit its series in a platform-dependent order, causing a committed bundle minted on one platform to falsely fail the regression gate on another even when every value matched within tolerance.
diff --git a/changelog/742.trivial.md b/changelog/742.trivial.md
new file mode 100644
index 000000000..97da19a46
--- /dev/null
+++ b/changelog/742.trivial.md
@@ -0,0 +1 @@
+Sped up the per-pull-request regression baseline gate by no longer downloading the input data that replay never reads, and made the gate runnable locally via `make regression-gate`.
diff --git a/docs/background/regression-baselines.md b/docs/background/regression-baselines.md
index 3ebc24ff7..7ab059b5c 100644
--- a/docs/background/regression-baselines.md
+++ b/docs/background/regression-baselines.md
@@ -182,6 +182,25 @@ branch and acts on each decision:
 The job runs on the public `ubuntu-latest` runner with no secrets, so it is safe on fork pull requests.
 The decision-to-replay fan-out lives in `scripts/ci/regression-pr-gate.sh`.
 
+Neither stage downloads input datasets:
+`ci-gate` reads only manifests and the git diff,
+and `replay` rebuilds the committed bundle from the public native blobs plus the committed `catalog.yaml`/`manifest.json`
+(`build_execution_result` reads only its output directory).
+The gate therefore fetches no sample data or ESGF inputs — only the small native blobs for the cases it actually replays.
+
+#### Running the gate locally
+
+The same script is the local entry point, so you can reproduce a pull request's verdict before pushing:
+
+```bash
+make regression-gate                          # gate + replay against origin/main
+bash scripts/ci/regression-pr-gate.sh main    # or pass any base ref
+```
+
+The base ref defaults to `origin/${GITHUB_BASE_REF:-main}`.
+Under GitHub Actions the script emits log groups and `::error::`/`::warning::` annotations;
+run locally it prints plain output instead.
+
 ### Gated mint (`regression-mint.yaml`)
 
 Minting is the only step that writes to the object store,
diff --git a/docs/how-to-guides/testing-diagnostics.md b/docs/how-to-guides/testing-diagnostics.md
index 6b5fdbb4b..5b758f9b9 100644
--- a/docs/how-to-guides/testing-diagnostics.md
+++ b/docs/how-to-guides/testing-diagnostics.md
@@ -460,6 +460,9 @@ flowchart TD
 
 Bump `test_case_version` whenever you *intend* to change a baseline — it tells reviewers and CI the new output is correct.
 
+!!! tip "Check the gate locally before pushing"
+    Run the same gate your pull request will hit with `make regression-gate` (it compares against `origin/main`).
+
 #### Publishing a native baseline
 
 Native files are written to the object store only by `ref test-case mint`, which needs write credentials.
diff --git a/packages/climate-ref-core/src/climate_ref_core/metric_values/typing.py b/packages/climate-ref-core/src/climate_ref_core/metric_values/typing.py
index 34b8a9565..6d7194fcc 100644
--- a/packages/climate-ref-core/src/climate_ref_core/metric_values/typing.py
+++ b/packages/climate-ref-core/src/climate_ref_core/metric_values/typing.py
@@ -115,9 +115,19 @@ def dump_to_json(cls, path: Path, series: Sequence["SeriesMetricValue"]) -> None
         series
             The series values to dump.
         """
+        # Sort the series by their dimensions before serialising so the order is
+        # deterministic across platforms and runs. Diagnostics may emit series in an
+        # implementation-defined order (e.g. set or dict iteration that differs by
+        # platform), which otherwise produces spurious diffs and breaks the positional
+        # regression comparator. ``dimensions`` uniquely identifies a series; ``index_name``
+        # is a stable tie-breaker.
+        ordered = sorted(
+            series,
+            key=lambda s: (json.dumps(s.dimensions, sort_keys=True), s.index_name),
+        )
         with open(path, "w") as f:
             json.dump(
-                [s.model_dump(mode="json") for s in series],
+                [s.model_dump(mode="json") for s in ordered],
                 f,
                 indent=2,
                 allow_nan=False,
diff --git a/packages/climate-ref-core/tests/unit/metric_values/test_typing.py b/packages/climate-ref-core/tests/unit/metric_values/test_typing.py
index f91aae620..5b75472a3 100644
--- a/packages/climate-ref-core/tests/unit/metric_values/test_typing.py
+++ b/packages/climate-ref-core/tests/unit/metric_values/test_typing.py
@@ -1,3 +1,4 @@
+import json
 import re
 from pathlib import Path
 
@@ -91,6 +92,37 @@ def test_dump_and_load_json(self, tmp_path: Path):
 
         assert loaded_series == series
 
+    def test_dump_orders_series_deterministically(self, tmp_path: Path):
+        # series.json must serialise in a stable, dimension-sorted order so the output
+        # does not depend on the (platform/run-dependent) order a diagnostic emitted its
+        # series in. The regression baseline comparator compares series positionally, so
+        # an unstable order would produce spurious cross-platform mismatches.
+        def make(model: str, region: str) -> SeriesMetricValue:
+            return SeriesMetricValue(
+                dimensions={"region": region, "source_id": model},
+                values=[1.0, 2.0],
+                index=[0, 1],
+                index_name="time",
+            )
+
+        series = [make("CanESM5", "tropical"), make("Reference", "global"), make("CanESM5", "global")]
+        shuffled = [series[1], series[2], series[0]]
+
+        path1 = tmp_path / "order1.json"
+        path2 = tmp_path / "order2.json"
+        SeriesMetricValue.dump_to_json(path1, series)
+        SeriesMetricValue.dump_to_json(path2, shuffled)
+
+        # Byte-identical output regardless of the input ordering.
+        assert path1.read_text() == path2.read_text()
+
+        # All series preserved and emitted in the canonical dimension-sorted order.
+        loaded = SeriesMetricValue.load_from_json(path1)
+        assert len(loaded) == len(series)
+        assert loaded == sorted(
+            loaded, key=lambda s: (json.dumps(s.dimensions, sort_keys=True), s.index_name)
+        )
+
     def test_load_from_json_not_a_list(self, tmp_path: Path):
         path = tmp_path / "test.json"
         path.write_text('{"not": "a list"}')
diff --git a/packages/climate-ref-ilamb/src/climate_ref_ilamb/standard.py b/packages/climate-ref-ilamb/src/climate_ref_ilamb/standard.py
index aad13a713..a771cfbdd 100644
--- a/packages/climate-ref-ilamb/src/climate_ref_ilamb/standard.py
+++ b/packages/climate-ref-ilamb/src/climate_ref_ilamb/standard.py
@@ -479,6 +479,26 @@ def _load_csv_and_merge(output_directory: Path) -> pd.DataFrame:
     return df
 
 
+def _register_data_outputs(output_bundle: dict[str, Any], definition: ExecutionDefinition) -> None:
+    """
+    Register ILAMB's scalar CSV and netCDF outputs in the data section of a CMEC output bundle.
+
+    These files are re-read by ``build_execution_result`` (via ``_load_csv_and_merge`` and the
+    netCDF series loop) to reconstruct the metrics and series, so they must be persisted with the
+    execution outputs and captured in the regression baseline rather than left in the scratch
+    directory.
+    """
+    for datafile in sorted(
+        [*definition.output_directory.glob("*.csv"), *definition.output_directory.glob("*.nc")]
+    ):
+        relative_path = str(definition.as_relative_path(datafile))
+        output_bundle[OutputCV.DATA.value][relative_path] = {
+            OutputCV.FILENAME.value: relative_path,
+            OutputCV.LONG_NAME.value: datafile.name,
+            OutputCV.DESCRIPTION.value: "Scalar and time-series data produced by ILAMB.",
+        }
+
+
 class ILAMBStandard(Diagnostic):
     """
     Apply the standard ILAMB analysis with respect to a given reference dataset.
@@ -752,6 +772,11 @@ def build_execution_result(self, definition: ExecutionDefinition) -> ExecutionRe
                 OutputCV.DIMENSIONS.value: figure_dimensions,
             }
 
+        # Register the scalar CSV files and the netCDF time-trace files in the data section so
+        # they are persisted with the execution outputs and captured in the regression baseline;
+        # build_execution_result re-reads them to reconstruct the metrics and series.
+        _register_data_outputs(output_bundle, definition)
+
         # Add the html page to the output
         index_html = definition.to_output_path("index.html")
         if index_html.exists():
diff --git a/packages/climate-ref-ilamb/tests/integration/test_diagnostics.py b/packages/climate-ref-ilamb/tests/integration/test_diagnostics.py
index 51e5af48c..f296adc58 100644
--- a/packages/climate-ref-ilamb/tests/integration/test_diagnostics.py
+++ b/packages/climate-ref-ilamb/tests/integration/test_diagnostics.py
@@ -89,6 +89,14 @@ def test_validate_test_case_regression(
         test_data_dir=provider_test_data_dir,
     )
 
+    # TODO: remove this once we have migrated test cases to use the committed bundles.
+    # Under Framework B the native baselines live in the object store, not the repo, so
+    # build_execution_result cannot be replayed from the committed bundle alone. The
+    # online equivalent (`ref test-cases replay`) materialises native blobs from the
+    # store; this offline test skips until that path is shared here.
+    if not any(paths.regression.glob("*.nc")):
+        pytest.skip(f"No committed native baseline for {diagnostic.slug}/{test_case_name}")
+
     definition = validator.load_regression_definition(tmp_path / diagnostic.slug / test_case_name)
     validator.validate(definition)
 
diff --git a/packages/climate-ref-ilamb/tests/test-data/gpp-fluxnet2015/cmip6/catalog.yaml b/packages/climate-ref-ilamb/tests/test-data/gpp-fluxnet2015/cmip6/catalog.yaml
new file mode 100644
index 000000000..eec9eefe9
--- /dev/null
+++ b/packages/climate-ref-ilamb/tests/test-data/gpp-fluxnet2015/cmip6/catalog.yaml
@@ -0,0 +1,131 @@
+_metadata:
+  hash: 335fbe7c1dd5312b91d96e20499c8e4461ff664f
+cmip6:
+  slug_column: instance_id
+  selector:
+    experiment_id: historical
+    grid_label: gn
+    member_id: r1i1p1f1
+    source_id: CanESM5
+  datasets:
+  - activity_id: CMIP
+    branch_method: Spin-up documentation
+    branch_time_in_child: 0.0
+    branch_time_in_parent: 1223115.0
+    calendar: 365_day
+    end_time: '2014-12-16 12:00:00'
+    experiment: all-forcing simulation of the recent past
+    experiment_id: historical
+    filename: gpp_Lmon_CanESM5_historical_r1i1p1f1_gn_185001-201412.nc
+    finalised: true
+    frequency: mon
+    grid: T63L49 native atmosphere, T63 Linear Gaussian Grid; 128 x 64 longitude/latitude;
+      49 levels; top level 1 hPa
+    grid_label: gn
+    instance_id: CMIP6.CMIP.CCCma.CanESM5.historical.r1i1p1f1.Lmon.gpp.gn.v20190429
+    institution_id: CCCma
+    long_name: Carbon Mass Flux out of Atmosphere Due to Gross Primary Production
+      on Land
+    member_id: r1i1p1f1
+    nominal_resolution: 500 km
+    parent_activity_id: CMIP
+    parent_experiment_id: piControl
+    parent_source_id: CanESM5
+    parent_time_units: days since 1850-01-01 0:0:0.0
+    parent_variant_label: r1i1p1f1
+    product: model-output
+    realm: land
+    source_id: CanESM5
+    source_type: AOGCM
+    standard_name: gross_primary_productivity_of_biomass_expressed_as_carbon
+    start_time: '1850-01-16 12:00:00'
+    sub_experiment: none
+    sub_experiment_id: none
+    table_id: Lmon
+    time_range: 1850-01-16 12:00:00-2014-12-16 12:00:00
+    time_units: days since 1850-01-01 0:0:0.0
+    units: kg m-2 s-1
+    variable_id: gpp
+    variant_label: r1i1p1f1
+    version: v20190429
+    vertical_levels: 1
+  - activity_id: CMIP
+    branch_method: Spin-up documentation
+    branch_time_in_child: 0.0
+    branch_time_in_parent: 1223115.0
+    calendar: null
+    end_time: null
+    experiment: all-forcing simulation of the recent past
+    experiment_id: historical
+    filename: areacella_fx_CanESM5_historical_r1i1p1f1_gn.nc
+    finalised: true
+    frequency: fx
+    grid: T63L49 native atmosphere, T63 Linear Gaussian Grid; 128 x 64 longitude/latitude;
+      49 levels; top level 1 hPa
+    grid_label: gn
+    instance_id: CMIP6.CMIP.CCCma.CanESM5.historical.r1i1p1f1.fx.areacella.gn.v20190429
+    institution_id: CCCma
+    long_name: Grid-Cell Area for Atmospheric Grid Variables
+    member_id: r1i1p1f1
+    nominal_resolution: 500 km
+    parent_activity_id: CMIP
+    parent_experiment_id: piControl
+    parent_source_id: CanESM5
+    parent_time_units: days since 1850-01-01 0:0:0.0
+    parent_variant_label: r1i1p1f1
+    product: model-output
+    realm: atmos
+    source_id: CanESM5
+    source_type: AOGCM
+    standard_name: cell_area
+    start_time: null
+    sub_experiment: none
+    sub_experiment_id: none
+    table_id: fx
+    time_range: null
+    time_units: null
+    units: m2
+    variable_id: areacella
+    variant_label: r1i1p1f1
+    version: v20190429
+    vertical_levels: 1
+  - activity_id: CMIP
+    branch_method: Spin-up documentation
+    branch_time_in_child: 0.0
+    branch_time_in_parent: 1223115.0
+    calendar: null
+    end_time: null
+    experiment: all-forcing simulation of the recent past
+    experiment_id: historical
+    filename: sftlf_fx_CanESM5_historical_r1i1p1f1_gn.nc
+    finalised: true
+    frequency: fx
+    grid: T63L49 native atmosphere, T63 Linear Gaussian Grid; 128 x 64 longitude/latitude;
+      49 levels; top level 1 hPa
+    grid_label: gn
+    instance_id: CMIP6.CMIP.CCCma.CanESM5.historical.r1i1p1f1.fx.sftlf.gn.v20190429
+    institution_id: CCCma
+    long_name: Percentage of the grid  cell occupied by land (including lakes)
+    member_id: r1i1p1f1
+    nominal_resolution: 500 km
+    parent_activity_id: CMIP
+    parent_experiment_id: piControl
+    parent_source_id: CanESM5
+    parent_time_units: days since 1850-01-01 0:0:0.0
+    parent_variant_label: r1i1p1f1
+    product: model-output
+    realm: atmos
+    source_id: CanESM5
+    source_type: AOGCM
+    standard_name: land_area_fraction
+    start_time: null
+    sub_experiment: none
+    sub_experiment_id: none
+    table_id: fx
+    time_range: null
+    time_units: null
+    units: '%'
+    variable_id: sftlf
+    variant_label: r1i1p1f1
+    version: v20190429
+    vertical_levels: 1
diff --git a/packages/climate-ref-ilamb/tests/test-data/gpp-fluxnet2015/cmip6/manifest.json b/packages/climate-ref-ilamb/tests/test-data/gpp-fluxnet2015/cmip6/manifest.json
new file mode 100644
index 000000000..bfbff90ec
--- /dev/null
+++ b/packages/climate-ref-ilamb/tests/test-data/gpp-fluxnet2015/cmip6/manifest.json
@@ -0,0 +1,104 @@
+{
+  "catalog_hash": "335fbe7c1dd5312b91d96e20499c8e4461ff664f",
+  "committed": {
+    "diagnostic.json": "ecfa5a538e3e9c4d3c5b8e24a3b700dd409e0f316ce18e5aad829cd7aabc01a2",
+    "output.json": "9ece087f05764db9efde417d5e04c5c4d8cebdb8fe6c3a61367e94f0385f86cc",
+    "series.json": "04b331fae87a1b2f5da0ff2b74dced91c704552b3c76d3b57b459e68f216b9b6"
+  },
+  "native": {
+    "CanESM5.csv": {
+      "sha256": "c2d358e71ee3581849e9ad640669b58c20952fcb0fd2853a1b79b5b1929487a1",
+      "size": 1473
+    },
+    "CanESM5.nc": {
+      "sha256": "4e6d4bc3a9e67010de846be24d0ed40f8a99c4a60c6f39ba7d6a9b90ef90302c",
+      "size": 72045
+    },
+    "CanESM5_global_bias.png": {
+      "sha256": "d55364f7dcca9af8e8c6924b4b20d4570059496c9271707f9f99507e484d7729",
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diff --git a/packages/climate-ref-ilamb/tests/test-data/gpp-fluxnet2015/cmip6/regression/diagnostic.json b/packages/climate-ref-ilamb/tests/test-data/gpp-fluxnet2015/cmip6/regression/diagnostic.json
new file mode 100644
index 000000000..b92d53f92
--- /dev/null
+++ b/packages/climate-ref-ilamb/tests/test-data/gpp-fluxnet2015/cmip6/regression/diagnostic.json
@@ -0,0 +1,121 @@
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+}
\ No newline at end of file
diff --git a/packages/climate-ref-ilamb/tests/test-data/gpp-fluxnet2015/cmip6/regression/output.json b/packages/climate-ref-ilamb/tests/test-data/gpp-fluxnet2015/cmip6/regression/output.json
new file mode 100644
index 000000000..6ac2164ce
--- /dev/null
+++ b/packages/climate-ref-ilamb/tests/test-data/gpp-fluxnet2015/cmip6/regression/output.json
@@ -0,0 +1,263 @@
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\ No newline at end of file
diff --git a/packages/climate-ref-ilamb/tests/test-data/gpp-fluxnet2015/cmip6/regression/series.json b/packages/climate-ref-ilamb/tests/test-data/gpp-fluxnet2015/cmip6/regression/series.json
new file mode 100644
index 000000000..74f33ba66
--- /dev/null
+++ b/packages/climate-ref-ilamb/tests/test-data/gpp-fluxnet2015/cmip6/regression/series.json
@@ -0,0 +1,2382 @@
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diff --git a/packages/climate-ref-ilamb/tests/test-data/lai-avh15c1/cmip6/catalog.yaml b/packages/climate-ref-ilamb/tests/test-data/lai-avh15c1/cmip6/catalog.yaml
new file mode 100644
index 000000000..2d0dbec22
--- /dev/null
+++ b/packages/climate-ref-ilamb/tests/test-data/lai-avh15c1/cmip6/catalog.yaml
@@ -0,0 +1,130 @@
+_metadata:
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+    grid: T63L49 native atmosphere, T63 Linear Gaussian Grid; 128 x 64 longitude/latitude;
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+    end_time: null
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+    time_units: null
+    units: m2
+    variable_id: areacella
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+    branch_time_in_parent: 1223115.0
+    calendar: null
+    end_time: null
+    experiment: all-forcing simulation of the recent past
+    experiment_id: historical
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+    frequency: fx
+    grid: T63L49 native atmosphere, T63 Linear Gaussian Grid; 128 x 64 longitude/latitude;
+      49 levels; top level 1 hPa
+    grid_label: gn
+    instance_id: CMIP6.CMIP.CCCma.CanESM5.historical.r1i1p1f1.fx.sftlf.gn.v20190429
+    institution_id: CCCma
+    long_name: Percentage of the grid  cell occupied by land (including lakes)
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+    parent_experiment_id: piControl
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+    parent_variant_label: r1i1p1f1
+    product: model-output
+    realm: atmos
+    source_id: CanESM5
+    source_type: AOGCM
+    standard_name: land_area_fraction
+    start_time: null
+    sub_experiment: none
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+    time_units: null
+    units: '%'
+    variable_id: sftlf
+    variant_label: r1i1p1f1
+    version: v20190429
+    vertical_levels: 1
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new file mode 100644
index 000000000..59775a20c
--- /dev/null
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@@ -0,0 +1,104 @@
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+}
diff --git a/packages/climate-ref-ilamb/tests/test-data/lai-avh15c1/cmip6/regression/diagnostic.json b/packages/climate-ref-ilamb/tests/test-data/lai-avh15c1/cmip6/regression/diagnostic.json
new file mode 100644
index 000000000..82c86c712
--- /dev/null
+++ b/packages/climate-ref-ilamb/tests/test-data/lai-avh15c1/cmip6/regression/diagnostic.json
@@ -0,0 +1,121 @@
+{
+  "DIMENSIONS": {
+    "experiment_id": {
+      "historical": {}
+    },
+    "grid_label": {
+      "gn": {}
+    },
+    "json_structure": [
+      "experiment_id",
+      "source_id",
+      "member_id",
+      "grid_label",
+      "region",
+      "metric",
+      "statistic"
+    ],
+    "member_id": {
+      "r1i1p1f1": {}
+    },
+    "metric": {
+      "Bias": {},
+      "RMSE": {},
+      "Spatial Distribution": {}
+    },
+    "region": {
+      "global": {
+        "Description": "Global - Land",
+        "Generator": "GlobalLand.nc",
+        "LongName": "Global - Land"
+      },
+      "tropical": {
+        "Description": "Tropical climates",
+        "Generator": "Koppen_coarse.nc",
+        "LongName": "Tropical climates"
+      }
+    },
+    "source_id": {
+      "CanESM5": {}
+    },
+    "statistic": {
+      "Bias": {
+        "type": "scalar",
+        "units": 1
+      },
+      "Bias Score": {
+        "type": "score",
+        "units": 1
+      },
+      "Correlation": {
+        "type": "scalar",
+        "units": 1
+      },
+      "Normalized Standard Deviation": {
+        "type": "scalar",
+        "units": 1
+      },
+      "Period Mean": {
+        "type": "scalar",
+        "units": 1
+      },
+      "RMSE": {
+        "type": "scalar",
+        "units": 1
+      },
+      "RMSE Score": {
+        "type": "score",
+        "units": 1
+      },
+      "Spatial Distribution Score": {
+        "type": "score",
+        "units": 1
+      }
+    }
+  },
+  "DISCLAIMER": null,
+  "NOTES": null,
+  "PROVENANCE": null,
+  "RESULTS": {
+    "historical": {
+      "CanESM5": {
+        "r1i1p1f1": {
+          "gn": {
+            "global": {
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+        }
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+    }
+  }
+}
\ No newline at end of file
diff --git a/packages/climate-ref-ilamb/tests/test-data/lai-avh15c1/cmip6/regression/output.json b/packages/climate-ref-ilamb/tests/test-data/lai-avh15c1/cmip6/regression/output.json
new file mode 100644
index 000000000..32acc738c
--- /dev/null
+++ b/packages/climate-ref-ilamb/tests/test-data/lai-avh15c1/cmip6/regression/output.json
@@ -0,0 +1,263 @@
+{
+  "index": "index.html",
+  "provenance": {
+    "environment": {},
+    "modeldata": [],
+    "obsdata": {},
+    "log": "cmec_output.log"
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+    "CanESM5.csv": {
+      "filename": "CanESM5.csv",
+      "long_name": "CanESM5.csv",
+      "description": "Scalar and time-series data produced by ILAMB.",
+      "dimensions": null
+    },
+    "CanESM5.nc": {
+      "filename": "CanESM5.nc",
+      "long_name": "CanESM5.nc",
+      "description": "Scalar and time-series data produced by ILAMB.",
+      "dimensions": null
+    },
+    "Reference.nc": {
+      "filename": "Reference.nc",
+      "long_name": "Reference.nc",
+      "description": "Scalar and time-series data produced by ILAMB.",
+      "dimensions": null
+    }
+  },
+  "plots": {
+    "None_global_taylor.png": {
+      "filename": "None_global_taylor.png",
+      "long_name": "The Taylor diagram over the Global - Land region.",
+      "description": "",
+      "dimensions": {
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+        "grid_label": "gn",
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+      "filename": "Reference_global_mean.png",
+      "long_name": "The period mean for the reference data over the Global - Land region.",
+      "description": "",
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+        "statistic": "Period Mean",
+        "source_id": "Reference"
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+    "CanESM5_tropical_rmse.png": {
+      "filename": "CanESM5_tropical_rmse.png",
+      "long_name": "The RMSE for CanESM5 over the Tropical climates region.",
+      "description": "",
+      "dimensions": {
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+        "grid_label": "gn",
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+        "reference_source_id": "AVH15C1",
+        "region": "tropical",
+        "statistic": "RMSE"
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+    },
+    "None_tropical_taylor.png": {
+      "filename": "None_tropical_taylor.png",
+      "long_name": "The Taylor diagram over the Tropical climates region.",
+      "description": "",
+      "dimensions": {
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+      "filename": "CanESM5_tropical_trace.png",
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+    "CanESM5_global_bias.png": {
+      "filename": "CanESM5_global_bias.png",
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+      "description": "",
+      "dimensions": {
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+    "CanESM5_tropical_bias.png": {
+      "filename": "CanESM5_tropical_bias.png",
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+      "description": "",
+      "dimensions": {
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+        "grid_label": "gn",
+        "member_id": "r1i1p1f1",
+        "source_id": "CanESM5",
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+        "region": "tropical",
+        "statistic": "Bias"
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+    },
+    "CanESM5_tropical_rmsescore.png": {
+      "filename": "CanESM5_tropical_rmsescore.png",
+      "long_name": "The RMSE score for CanESM5 over the Tropical climates region.",
+      "description": "",
+      "dimensions": {
+        "experiment_id": "historical",
+        "grid_label": "gn",
+        "member_id": "r1i1p1f1",
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+      "description": "",
+      "dimensions": {
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+  },
+  "html": {
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+  "metrics": null,
+  "diagnostics": {}
+}
\ No newline at end of file
diff --git a/packages/climate-ref-ilamb/tests/test-data/lai-avh15c1/cmip6/regression/series.json b/packages/climate-ref-ilamb/tests/test-data/lai-avh15c1/cmip6/regression/series.json
new file mode 100644
index 000000000..a079f1569
--- /dev/null
+++ b/packages/climate-ref-ilamb/tests/test-data/lai-avh15c1/cmip6/regression/series.json
@@ -0,0 +1,3346 @@
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+      "source_id": "Reference"
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diff --git a/packages/climate-ref-ilamb/tests/test-data/mrsos-wangmao/cmip6/catalog.yaml b/packages/climate-ref-ilamb/tests/test-data/mrsos-wangmao/cmip6/catalog.yaml
new file mode 100644
index 000000000..720d1a36a
--- /dev/null
+++ b/packages/climate-ref-ilamb/tests/test-data/mrsos-wangmao/cmip6/catalog.yaml
@@ -0,0 +1,170 @@
+_metadata:
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+    instance_id: CMIP6.CMIP.CCCma.CanESM5.historical.r1i1p1f1.Emon.mrsol.gn.v20190429
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+    sub_experiment: none
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+    calendar: 365_day
+    end_time: '2014-12-16 12:00:00'
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+    finalised: true
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+    units: kg m-2
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+  - activity_id: CMIP
+    branch_method: Spin-up documentation
+    branch_time_in_child: 0.0
+    branch_time_in_parent: 1223115.0
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+    end_time: null
+    experiment: all-forcing simulation of the recent past
+    experiment_id: historical
+    filename: areacella_fx_CanESM5_historical_r1i1p1f1_gn.nc
+    finalised: true
+    frequency: fx
+    grid: T63L49 native atmosphere, T63 Linear Gaussian Grid; 128 x 64 longitude/latitude;
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+    institution_id: CCCma
+    long_name: Grid-Cell Area for Atmospheric Grid Variables
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+    product: model-output
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+    standard_name: cell_area
+    start_time: null
+    sub_experiment: none
+    sub_experiment_id: none
+    table_id: fx
+    time_range: null
+    time_units: null
+    units: m2
+    variable_id: areacella
+    variant_label: r1i1p1f1
+    version: v20190429
+    vertical_levels: 1
+  - activity_id: CMIP
+    branch_method: Spin-up documentation
+    branch_time_in_child: 0.0
+    branch_time_in_parent: 1223115.0
+    calendar: null
+    end_time: null
+    experiment: all-forcing simulation of the recent past
+    experiment_id: historical
+    filename: sftlf_fx_CanESM5_historical_r1i1p1f1_gn.nc
+    finalised: true
+    frequency: fx
+    grid: T63L49 native atmosphere, T63 Linear Gaussian Grid; 128 x 64 longitude/latitude;
+      49 levels; top level 1 hPa
+    grid_label: gn
+    instance_id: CMIP6.CMIP.CCCma.CanESM5.historical.r1i1p1f1.fx.sftlf.gn.v20190429
+    institution_id: CCCma
+    long_name: Percentage of the grid  cell occupied by land (including lakes)
+    member_id: r1i1p1f1
+    nominal_resolution: 500 km
+    parent_activity_id: CMIP
+    parent_experiment_id: piControl
+    parent_source_id: CanESM5
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+    parent_variant_label: r1i1p1f1
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+    start_time: null
+    sub_experiment: none
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+    table_id: fx
+    time_range: null
+    time_units: null
+    units: '%'
+    variable_id: sftlf
+    variant_label: r1i1p1f1
+    version: v20190429
+    vertical_levels: 1
diff --git a/packages/climate-ref-ilamb/tests/test-data/mrsos-wangmao/cmip6/manifest.json b/packages/climate-ref-ilamb/tests/test-data/mrsos-wangmao/cmip6/manifest.json
new file mode 100644
index 000000000..fe7c3ac69
--- /dev/null
+++ b/packages/climate-ref-ilamb/tests/test-data/mrsos-wangmao/cmip6/manifest.json
@@ -0,0 +1,104 @@
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+}
diff --git a/packages/climate-ref-ilamb/tests/test-data/mrsos-wangmao/cmip6/regression/diagnostic.json b/packages/climate-ref-ilamb/tests/test-data/mrsos-wangmao/cmip6/regression/diagnostic.json
new file mode 100644
index 000000000..39f5ec640
--- /dev/null
+++ b/packages/climate-ref-ilamb/tests/test-data/mrsos-wangmao/cmip6/regression/diagnostic.json
@@ -0,0 +1,121 @@
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+}
\ No newline at end of file
diff --git a/packages/climate-ref-ilamb/tests/test-data/mrsos-wangmao/cmip6/regression/output.json b/packages/climate-ref-ilamb/tests/test-data/mrsos-wangmao/cmip6/regression/output.json
new file mode 100644
index 000000000..d7d020fed
--- /dev/null
+++ b/packages/climate-ref-ilamb/tests/test-data/mrsos-wangmao/cmip6/regression/output.json
@@ -0,0 +1,263 @@
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+}
\ No newline at end of file
diff --git a/packages/climate-ref-ilamb/tests/test-data/mrsos-wangmao/cmip6/regression/series.json b/packages/climate-ref-ilamb/tests/test-data/mrsos-wangmao/cmip6/regression/series.json
new file mode 100644
index 000000000..cd786fa60
--- /dev/null
+++ b/packages/climate-ref-ilamb/tests/test-data/mrsos-wangmao/cmip6/regression/series.json
@@ -0,0 +1,4402 @@
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+      0.284486064252129
+    ]
+  }
+]
\ No newline at end of file
diff --git a/scripts/ci/regression-pr-gate.sh b/scripts/ci/regression-pr-gate.sh
index 8fb89716e..bb59fd2c3 100755
--- a/scripts/ci/regression-pr-gate.sh
+++ b/scripts/ci/regression-pr-gate.sh
@@ -2,26 +2,46 @@
 # PR-tier regression baseline gate.
 #
 # Runs the coupling gate (`ref test-cases ci-gate`) against the pull request's base branch and,
-# for every case it routes to `replay`, re-checks the cached native baseline.
+# for every case it routes to `replay`, re-checks the committed native baseline.
 #
-# All baseline data can be fetched with public read access so this does not require credentials.
+# Neither stage needs input data.
+# `replay` rebuilds the committed bundle from native output blobs pulled from the public
+# store (plus the committed catalog/manifest).
 #
-# `ci-gate` reads only manifests and the git diff, so it needs no input data.
-# The (slower) sample-data and catalog fetch is therefore deferred until the gate has found at least one case that actually needs replaying.
-# The common pull request touches no baselines and skips the download entirely.
+# Usage:
+#   make regression-gate                          # the convenient local entry point
+#   bash scripts/ci/regression-pr-gate.sh [base]  # or call directly, optionally overriding the base ref
 #
-# Environment:
+#   base             ref to diff against. Defaults to origin/${GITHUB_BASE_REF:-main}.
 #   GITHUB_BASE_REF  the PR's base branch (set automatically on pull_request events).
+#
+# Running under GitHub Actions emits log groups and ::error::/::warning:: annotations;
+# locally it prints plain, readable output instead.
+# Run it before pushing to catch a coupling violation or replay drift without waiting for CI.
 set -euo pipefail
 
-# Rich colour codes would corrupt the JSON we parse with jq. Force them off here so the
-# script is self-contained and parseable even when run outside the workflow (which also
-# sets NO_COLOR for the same reason).
+# Rich colour codes would corrupt the JSON we parse with jq
 export NO_COLOR=1
 
-base="origin/${GITHUB_BASE_REF:-main}"
+# GitHub Actions log-grouping and annotation commands are just noise on a local terminal,
+# so emit them only under Actions and print readable equivalents otherwise.
+if [ -n "${GITHUB_ACTIONS:-}" ]; then
+  begin_group() { echo "::group::$*"; }
+  end_group() { echo "::endgroup::"; }
+  error() { echo "::error::$*"; }
+  warning() { echo "::warning::$*"; }
+else
+  begin_group() { printf '\n==> %s\n' "$*"; }
+  end_group() { :; }
+  error() { printf 'ERROR: %s\n' "$*" >&2; }
+  warning() { printf 'WARNING: %s\n' "$*" >&2; }
+fi
+
+# CI passes the base via GITHUB_BASE_REF (and fetches origin/<ref> beforehand); locally,
+# pass one as the first argument or rely on the origin/main default.
+base="${1:-origin/${GITHUB_BASE_REF:-main}}"
 
-echo "::group::coupling gate (base: ${base})"
+begin_group "coupling gate (base: ${base})"
 # `ci-gate` exits non-zero when any case is gated `fail`; capture the decisions
 # regardless so the failing cases can be reported before the script exits.
 set +e
@@ -29,19 +49,19 @@ decisions="$(uv run ref test-cases ci-gate --base "${base}" --json)"
 gate_rc=$?
 set -e
 printf '%s\n' "${decisions}" | jq .
-echo "::endgroup::"
+end_group
 
 if [ "${gate_rc}" -ne 0 ]; then
-  # `ci-gate` exits non-zero for two distinct reasons: at least one case was gated
-  # `fail`, or a hard error (not a git repo, an unfetched base ref, a failed diff)
+  # `ci-gate` exits non-zero for two distinct reasons: at least one case was gated `fail`,
+  # or a hard error (not a git repo, an unfetched base ref, a failed diff)
   # that printed no decisions. Only the former is a baseline-coupling violation, so
   # report each kind accurately rather than blaming every failure on the author.
   fail_cases="$(printf '%s\n' "${decisions}" | jq -r '.[]? | select(.action == "fail") | "  FAIL " + .case + " -- " + .reason')"
   if [ -n "${fail_cases}" ]; then
-    echo "::error::Coupling gate failed -- a baseline changed without an authorised test_case_version bump."
+    error "Coupling gate failed -- a baseline changed without an authorised test_case_version bump."
     echo "${fail_cases}"
   else
-    echo "::error::ci-gate exited ${gate_rc} without a fail decision -- see the gate output above (e.g. an unfetched base ref or a non-git checkout)."
+    error "ci-gate exited ${gate_rc} without a fail decision -- see the gate output above (e.g. an unfetched base ref or a non-git checkout)."
   fi
   exit 1
 fi
@@ -49,7 +69,7 @@ fi
 
 while IFS= read -r execute_case; do
   [ -n "${execute_case}" ] || continue
-  echo "::warning::${execute_case} bumped test_case_version with no native baseline -- review the committed bundle, then mint on the trusted tier to enable replay verification."
+  warning "${execute_case} bumped test_case_version with no native baseline -- review the committed bundle, then mint on the trusted tier to enable replay verification."
 done < <(printf '%s\n' "${decisions}" | jq -r '.[] | select(.action == "execute") | .case')
 
 replay_cases="$(printf '%s\n' "${decisions}" | jq -r '.[] | select(.action == "replay") | .case')"
@@ -58,33 +78,23 @@ if [ -z "${replay_cases}" ]; then
   exit 0
 fi
 
-# Only now -- with replay work to do -- pay for the input data the replay needs.
-echo "::group::fetch inputs for replay"
-uv run ref datasets fetch-sample-data
-while IFS= read -r provider; do
-  [ -n "${provider}" ] || continue
-  uv run ref test-cases fetch --provider "${provider}" \
-    || echo "::warning::test-case fetch incomplete for ${provider}"
-done < <(printf '%s\n' "${replay_cases}" | cut -d/ -f1 | sort -u)
-echo "::endgroup::"
 
-# Replay every case the gate routed to REPLAY. Process substitution (rather than a
-# pipe) keeps the loop in the current shell so the failure counter survives.
+# Replay every case the gate routed to REPLAY.
 failures=0
 replayed=0
 while IFS='/' read -r provider diagnostic test_case; do
   [ -n "${provider}" ] || continue
-  echo "::group::replay ${provider}/${diagnostic}/${test_case}"
+  begin_group "replay ${provider}/${diagnostic}/${test_case}"
   if uv run ref test-cases replay \
       --provider "${provider}" \
       --diagnostic "${diagnostic}" \
       --test-case "${test_case}"; then
     replayed=$((replayed + 1))
   else
-    echo "::error::replay drift for ${provider}/${diagnostic}/${test_case}"
+    error "replay drift for ${provider}/${diagnostic}/${test_case}"
     failures=$((failures + 1))
   fi
-  echo "::endgroup::"
+  end_group
 done < <(printf '%s\n' "${replay_cases}")
 
 echo "Replayed ${replayed} case(s); ${failures} drifted."