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diff --git a/README.md b/README.md
index 0dc29f8067876e20b4fc3c804f15014fc4753299..db1a469d0baec6c6da355c1e369c6e0de4429f8f 100644
--- a/README.md
+++ b/README.md
@@ -61,6 +61,12 @@ is the full enriched profile-level store and holds the complete ARGO
 collocation dataset, including the sampled GLORYS, OSTIA, sea-level, and
 sea-surface-salinity context.
 
+The compact store's public `argo_temp_*` fields contain EN4
+`POTM_CORRECTED`: ITS-90 sea-water potential temperature referenced to 0 dbar.
+GLORYS `thetao` is also potential temperature. The full enriched store retains
+both `argo_potm_on_glorys_depth` and the separate in-situ
+`argo_temp_on_glorys_depth` field for scientific comparison.
+
 
 ## Raster Products
 
@@ -296,8 +302,10 @@ salinity_psu = salinity_normalize(mode="denorm", tensor=batch["y_salinity"])
 ## ARGO Alignment Examples
 
 ARGO profiles are projected onto the fixed 50-level GLORYS depth axis before
-spatial rasterization. Please not that the ARGO-derived temperature value is 'measured', not 'potential'. The examples below show the grid-indexed ARGO
-representation and profile-level alignment quality.
+spatial rasterization. The compact ARGO-derived temperature is EN4
+`POTM_CORRECTED` potential temperature at 0 dbar, matching the physical
+temperature convention of GLORYS `thetao`. The examples below show the
+grid-indexed ARGO representation and profile-level alignment quality.
 
 <p align="center">
   <img src="assets/data/argo_on_glorys_grid_3D.gif" width="70%" alt="Depth-aligned ARGO values on the GLORYS grid" />
diff --git a/argo/argo_profiles_on_grid.zarr/.zattrs b/argo/argo_profiles_on_grid.zarr/.zattrs
index e9a0ac207cb7575f9a16acef1382af741ff658d1..ffae16fe4c6534fe8403d745c8522685273af439 100644
--- a/argo/argo_profiles_on_grid.zarr/.zattrs
+++ b/argo/argo_profiles_on_grid.zarr/.zattrs
@@ -1,6 +1,10 @@
 {
   "created_by": "depth_recon.data.dataset_creation.export_dataset_geotiff.export_dataset_geotiff",
   "source_kind": "enriched",
+  "temperature_source": "potential",
+  "temperature_source_variable": "POTM_CORRECTED",
+  "temperature_standard_name": "sea_water_potential_temperature",
+  "temperature_scale": "ITS-90",
   "temperature_units": "K",
   "temperature_stretch": {
     "name": "temperature_kelvin",
@@ -30,5 +34,6 @@
     "max_abs_quantization_error": 0.01968503937007874,
     "decode": "minimum + code / 254 * (maximum - minimum)"
   },
-  "temporal_assignment": "nearest GLORYS target date inside centered 7-day window"
+  "temporal_assignment": "nearest GLORYS target date inside centered 7-day window",
+  "temperature_reference_pressure_dbar": 0.0
 }
\ No newline at end of file
diff --git a/argo/argo_profiles_on_grid.zarr/.zmetadata b/argo/argo_profiles_on_grid.zarr/.zmetadata
index 61aabfba51a91ebec803550cff690d37e97954db..b6da17ffdcc4794966d58570f33c46592ea887b0 100644
--- a/argo/argo_profiles_on_grid.zarr/.zmetadata
+++ b/argo/argo_profiles_on_grid.zarr/.zmetadata
@@ -1 +1 @@
-{"metadata": {".zgroup": {"zarr_format": 2}, ".zattrs": {"created_by": "depth_recon.data.dataset_creation.export_dataset_geotiff.export_dataset_geotiff", "source_kind": "enriched", "temperature_units": "K", "temperature_stretch": {"name": "temperature_kelvin", "storage_dtype": "uint8", "minimum": 270.15, "maximum": 308.15, "units": "K", "nodata": 255, "valid_code_min": 0, "valid_code_max": 254, "valid_code_count": 255, "quantization_step": 0.14960629921259844, "max_abs_quantization_error": 0.07480314960629922, "decode": "minimum + code / 254 * (maximum - minimum)"}, "salinity_stretch": {"name": "salinity", "storage_dtype": "uint8", "minimum": 30.0, "maximum": 40.0, "units": "PSU", "nodata": 255, "valid_code_min": 0, "valid_code_max": 254, "valid_code_count": 255, "quantization_step": 0.03937007874015748, "max_abs_quantization_error": 0.01968503937007874, "decode": "minimum + code / 254 * (maximum - minimum)"}, "temporal_assignment": "nearest GLORYS target date inside centered 7-day window"}, "argo_depth_qc_on_glorys_depth/.zattrs": {"_ARRAY_DIMENSIONS": ["profile", "glorys_depth"]}, "argo_depth_qc_on_glorys_depth/.zarray": {"shape": [9451644, 50], "chunks": [100000, 50], "dtype": "|i1", "fill_value": null, "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "argo_psal_profile_qc/.zattrs": {"_ARRAY_DIMENSIONS": ["profile"]}, "argo_psal_profile_qc/.zarray": {"shape": [9451644], "chunks": [100000], "dtype": "|i1", "fill_value": null, "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "argo_psal_qc_on_glorys_depth/.zattrs": {"_ARRAY_DIMENSIONS": ["profile", "glorys_depth"]}, "argo_psal_qc_on_glorys_depth/.zarray": {"shape": [9451644, 50], "chunks": [100000, 50], "dtype": "|i1", "fill_value": null, "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "argo_psal_uint8/.zattrs": {"nodata": 255, "name": "salinity", "storage_dtype": "uint8", "minimum": 30.0, "maximum": 40.0, "units": "PSU", "valid_code_min": 0, "valid_code_max": 254, "valid_code_count": 255, "quantization_step": 0.03937007874015748, "max_abs_quantization_error": 0.01968503937007874, "decode": "minimum + code / 254 * (maximum - minimum)", "_ARRAY_DIMENSIONS": ["profile", "glorys_depth"]}, "argo_psal_uint8/.zarray": {"shape": [9451644, 50], "chunks": [100000, 50], "dtype": "|u1", "fill_value": null, "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "argo_psal_valid/.zattrs": {"dtype": "bool", "_ARRAY_DIMENSIONS": ["profile", "glorys_depth"]}, "argo_psal_valid/.zarray": {"shape": [9451644, 50], "chunks": [100000, 50], "dtype": "|i1", "fill_value": null, "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "argo_temp_kelvin_uint8/.zattrs": {"nodata": 255, "name": "temperature_kelvin", "storage_dtype": "uint8", "minimum": 270.15, "maximum": 308.15, "units": "K", "valid_code_min": 0, "valid_code_max": 254, "valid_code_count": 255, "quantization_step": 0.14960629921259844, "max_abs_quantization_error": 0.07480314960629922, "decode": "minimum + code / 254 * (maximum - minimum)", "_ARRAY_DIMENSIONS": ["profile", "glorys_depth"]}, "argo_temp_kelvin_uint8/.zarray": {"shape": [9451644, 50], "chunks": [100000, 50], "dtype": "|u1", "fill_value": null, "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "argo_temp_profile_qc/.zattrs": {"_ARRAY_DIMENSIONS": ["profile"]}, "argo_temp_profile_qc/.zarray": {"shape": [9451644], "chunks": [100000], "dtype": "|i1", "fill_value": null, "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "argo_temp_qc_on_glorys_depth/.zattrs": {"_ARRAY_DIMENSIONS": ["profile", "glorys_depth"]}, "argo_temp_qc_on_glorys_depth/.zarray": {"shape": [9451644, 50], "chunks": [100000, 50], "dtype": "|i1", "fill_value": null, "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "argo_temp_valid/.zattrs": {"dtype": "bool", "_ARRAY_DIMENSIONS": ["profile", "glorys_depth"]}, "argo_temp_valid/.zarray": {"shape": [9451644, 50], "chunks": [100000, 50], "dtype": "|i1", "fill_value": null, "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "glorys_depth/.zattrs": {"_ARRAY_DIMENSIONS": ["glorys_depth"]}, "glorys_depth/.zarray": {"shape": [50], "chunks": [50], "dtype": "<f4", "fill_value": "NaN", "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "grid_col/.zattrs": {"_ARRAY_DIMENSIONS": ["profile"]}, "grid_col/.zarray": {"shape": [9451644], "chunks": [100000], "dtype": "<i4", "fill_value": null, "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "grid_row/.zattrs": {"_ARRAY_DIMENSIONS": ["profile"]}, "grid_row/.zarray": {"shape": [9451644], "chunks": [100000], "dtype": "<i4", "fill_value": null, "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "latitude/.zattrs": {"_ARRAY_DIMENSIONS": ["profile"]}, "latitude/.zarray": {"shape": [9451644], "chunks": [100000], "dtype": "<f4", "fill_value": "NaN", "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "longitude/.zattrs": {"_ARRAY_DIMENSIONS": ["profile"]}, "longitude/.zarray": {"shape": [9451644], "chunks": [100000], "dtype": "<f4", "fill_value": "NaN", "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "profile/.zattrs": {"_ARRAY_DIMENSIONS": ["profile"]}, "profile/.zarray": {"shape": [9451644], "chunks": [147682], "dtype": "<i8", "fill_value": null, "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "profile_date/.zattrs": {"_ARRAY_DIMENSIONS": ["profile"]}, "profile_date/.zarray": {"shape": [9451644], "chunks": [100000], "dtype": "<i4", "fill_value": null, "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "profile_source_file/.zattrs": {"_ARRAY_DIMENSIONS": ["profile"]}, "profile_source_file/.zarray": {"shape": [9451644], "chunks": [100000], "dtype": "<U33", "fill_value": null, "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "source_profile_idx/.zattrs": {"_ARRAY_DIMENSIONS": ["profile"]}, "source_profile_idx/.zarray": {"shape": [9451644], "chunks": [100000], "dtype": "<i4", "fill_value": null, "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}, "target_date/.zattrs": {"_ARRAY_DIMENSIONS": ["profile"]}, "target_date/.zarray": {"shape": [9451644], "chunks": [100000], "dtype": "<i4", "fill_value": null, "order": "C", "filters": null, "dimension_separator": ".", "compressor": {"id": "blosc", "cname": "lz4", "clevel": 5, "shuffle": 1, "blocksize": 0}, "zarr_format": 2}}, "zarr_consolidated_format": 1}
\ No newline at end of file
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diff --git a/manifest.yaml b/manifest.yaml
index a2808fe7b854e7999f1e28a1e221756dbece99c6..194a6f52434071ff61dffc67234d3a83c92be987 100644
--- a/manifest.yaml
+++ b/manifest.yaml
@@ -113756,4 +113756,21 @@ argo:
   path: argo/argo_profiles_on_grid.zarr
   profile_count: 9451644
   source_kind: enriched
-  skipped_existing: true
+  temperature_source: potential
+  temperature_source_variable: POTM_CORRECTED
+  temperature_standard_name: sea_water_potential_temperature
+  temperature_reference_pressure_dbar: 0.0
+  temperature_scale: ITS-90
+  temperature_stretch:
+    name: temperature_kelvin
+    storage_dtype: uint8
+    minimum: 270.15
+    maximum: 308.15
+    units: K
+    nodata: 255
+    valid_code_min: 0
+    valid_code_max: 254
+    valid_code_count: 255
+    quantization_step: 0.14960629921259844
+    max_abs_quantization_error: 0.07480314960629922
+    decode: minimum + code / 254 * (maximum - minimum)
diff --git a/metadata/potential-temperature-v2-validation.yaml b/metadata/potential-temperature-v2-validation.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b0407342fa1afdfaf6c477f5bf40106b769e1b12
--- /dev/null
+++ b/metadata/potential-temperature-v2-validation.yaml
@@ -0,0 +1,41 @@
+status: passed
+baseline_hf_revision: 4fd0400c40283073257246b26a7432b7e43a1da3
+source_profile_count: 9485977
+compact_profile_count: 9451644
+depth_level_count: 50
+non_temperature_fields_compared:
+- argo_depth_qc_on_glorys_depth
+- argo_psal_profile_qc
+- argo_psal_qc_on_glorys_depth
+- argo_psal_uint8
+- argo_psal_valid
+- glorys_depth
+- grid_col
+- grid_row
+- latitude
+- longitude
+- profile
+- profile_date
+- profile_source_file
+- source_profile_idx
+- target_date
+temperature_validation:
+  profiles_validated: 9451644
+  finite_potm_temp_difference_values: 226235858
+  quantized_potm_temp_difference_values: 26902615
+  mean_absolute_potm_temp_difference_c: 0.018149772890479688
+  maximum_absolute_potm_temp_difference_c: 1.780364990234375
+  in_situ_matches_where_codes_differ: 0
+metadata:
+  temperature_source: potential
+  temperature_source_variable: POTM_CORRECTED
+  temperature_standard_name: sea_water_potential_temperature
+  temperature_scale: ITS-90
+  temperature_reference_pressure_dbar: 0.0
+loader_smoke:
+  sample_profiles: 16
+  finite_temperature_values: 325
+  finite_salinity_values: 152
+checksums:
+  reference_compact_tree_sha256: 05f1cd7996d2312eaee79bfcb12e3fa701688b35c27f2515bbeace50365a117c
+  rebuilt_compact_tree_sha256: 987841d74efafc24553d6e02719bcf35061905c024a129b8a973d4277aa67de0