diff --git a/.copier-answers.yml b/.copier-answers.yml
index 55acd74..25777de 100644
--- a/.copier-answers.yml
+++ b/.copier-answers.yml
@@ -1,13 +1,13 @@
 # Changes here will be overwritten by Copier
-# DO NOT MANUALLY MODIFY THIS FILE
+# !!!!! DO NOT MANUALLY MODIFY THIS FILE !!!!!
 _commit: latest
-_src_path: https://github.com/calliope-project/data-module-template.git
+_src_path: https://github.com/modelblocks-org/data-module-template.git
 author_email: i.ruizmanuel@tudelft.nl
 author_family_name: Ruiz Manuel
 author_given_name: Ivan
-github_org: calliope-project
+github_org: modelblocks-org
 license: Apache-2.0
 module_description: A module to create arbitrary regional boundary datasets for energy
     systems modelling
-module_long_name: clio - Geo-boundaries module
+module_long_name: Modelblocks - Geo-boundaries module
 module_short_name: module_geo_boundaries
diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/ISSUE_TEMPLATE/bug_report.md
index cd94c32..1b66ddc 100644
--- a/.github/ISSUE_TEMPLATE/bug_report.md
+++ b/.github/ISSUE_TEMPLATE/bug_report.md
@@ -24,7 +24,7 @@ A clear and concise description of what you expected to happen.
 If applicable, add screenshots to help explain your problem.
 
 **Desktop (please complete the following information):**
- - OS: [e.g. Linux Fedora 41, Windows 10...]
+ - OS: [e.g. Linux Fedora 43, Windows 11...]
  - Version [e.g. v0.1.1]
 
 **Additional context**
diff --git a/.github/ISSUE_TEMPLATE/config.yaml b/.github/ISSUE_TEMPLATE/config.yaml
new file mode 100644
index 0000000..28da94d
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/config.yaml
@@ -0,0 +1,5 @@
+blank_issues_enabled: false
+contact_links:
+  - name: General information
+    url: https://www.modelblocks.org/
+    about: Please consult our website for general information on the Modelblocks methodology.
diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md
index 9610b97..400a69f 100644
--- a/.github/pull_request_template.md
+++ b/.github/pull_request_template.md
@@ -8,6 +8,11 @@ Fixes #
 
 ## Reviewer checklist
 
-* [ ] `INTERFACE.yaml` is up-to-date with all relevant user resources and results.
-* [ ] The integration example is up-to-date with a minimal use-case of the module.
-* [ ] Module documentation is up-to-date.
+* [ ] There are no `pip` dependencies in the module's environment files (`workflow/envs/`).
+* [ ] All rules use `pathvars` (e.g., `<results>`) in their inputs and outputs.
+* [ ] The integration test-suite is successful, including:
+    * [ ] `pre-commit.ci` tests pass.
+    * [ ] tests pass for all relevant OS configurations (linux, osx, windows).
+* [ ] Module documentation is up-to-date, including:
+    * [ ] `INTERFACE.yaml` mentions all relevant `pathvars` and `wildcards`.
+    * [ ] `README.md` describes how to use the module and has the necessary citations.
diff --git a/.github/workflows/check-version.yml b/.github/workflows/check-version.yml
index 8e57b32..0a4a602 100644
--- a/.github/workflows/check-version.yml
+++ b/.github/workflows/check-version.yml
@@ -6,4 +6,4 @@ on:
 
 jobs:
   copier-update:
-    uses: calliope-project/data-module-template/.github/workflows/template-check-version.yml@latest
+    uses: modelblocks-org/data-module-template/.github/workflows/template-check-version.yml@latest
diff --git a/.github/workflows/pr-ci.yml b/.github/workflows/pr-ci.yml
index a216bf5..728b9c5 100644
--- a/.github/workflows/pr-ci.yml
+++ b/.github/workflows/pr-ci.yml
@@ -1,9 +1,41 @@
-name: CI
+# !!!!! DO NOT MODIFY UNLESS ABSOLUTELY NECESSARY !!!!!
+# This workflow helps standardise integration tests across data modules
+name: Pull Request CI tests for Modelblocks data modules
 on:
   pull_request:
     branches:
       - "main"
-
 jobs:
-  ci-tests:
-    uses: calliope-project/data-module-template/.github/workflows/template-pr-ci.yml@latest
+  build:
+    name: Build
+    runs-on: ${{ matrix.os }}
+    strategy:
+      fail-fast: false
+      matrix:
+        os: [ubuntu-latest, windows-latest, macos-latest]
+        python-version: ["3.12"]
+    steps:
+      - uses: actions/checkout@v4
+      - name: Setup pixi
+        uses: prefix-dev/setup-pixi@v0.8.3
+      - name: Run integration tests
+        id: tests
+        run: pixi run test-integration
+        continue-on-error: true
+      - name: Run snakemake linting
+        id: linting
+        run: |
+          pixi run snakemake --lint --snakefile workflow/Snakefile
+          pixi run snakemake --lint --snakefile tests/integration/Snakefile
+        continue-on-error: true
+      - name: Save integration logs
+        if: ${{ always() }}
+        uses: actions/upload-artifact@v4
+        with:
+          name: integration-test-logs-${{ matrix.os }}
+          path: tests/integration/results/integration_test/logs
+          if-no-files-found: ignore
+          retention-days: 30
+      - name: Fail if integration or linting failed
+        if: ${{ steps.tests.outcome == 'failure' || steps.linting.outcome == 'failure' }}
+        run: exit 1
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 32ab6f2..7e25226 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -6,4 +6,6 @@ on:
 
 jobs:
   release-workflow:
-    uses: calliope-project/data-module-template/.github/workflows/template-release.yml@latest
+    permissions:
+      contents: write
+    uses: modelblocks-org/data-module-template/.github/workflows/template-release.yml@latest
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 605d7a8..d42af35 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -12,6 +12,7 @@ repos:
       # Repo quality
       - id: check-added-large-files
         args: [--enforce-all]
+        exclude: ^pixi\.lock$
       - id: forbid-submodules
       - id: check-case-conflict
       - id: check-illegal-windows-names
@@ -44,4 +45,4 @@ repos:
         files: .*\.(py|smk|md)$|^Snakefile$
 
 ci:  # https://pre-commit.ci/
-  autoupdate_schedule: monthly
+  autoupdate_schedule: quarterly
diff --git a/INTERFACE.yaml b/INTERFACE.yaml
index b45d7c6..ee35e7c 100644
--- a/INTERFACE.yaml
+++ b/INTERFACE.yaml
@@ -1,4 +1,17 @@
 # Module Input-Output structure for automated doc. generation
-results:
-  "shapes.parquet": "Harmonised geodata for all configured countries, including non-contested exclusive economic zones."
-  "shapes.png": "Figure depicting the resulting shapes."
+pathvars:
+  snakemake_defaults:
+    logs:
+      default: "<logs>"
+      description: location of rule log files.
+    resources:
+      default: "<resources>"
+      description: "location of module resource files."
+    results:
+      default: "<results>"
+      description: "location of module results."
+  results:
+    shapes:
+      default: "<results>/shapes.parquet"
+      description: |
+        Harmonised geoparquet dataset with all the configured countries, including non-contested exclusive economic zones.
diff --git a/LICENSE b/LICENSE
index 01d12ec..3946dd7 100644
--- a/LICENSE
+++ b/LICENSE
@@ -186,7 +186,7 @@
       same "printed page" as the copyright notice for easier
       identification within third-party archives.
 
-   Copyright 2025 AUTHORS
+   Copyright 2026 AUTHORS
 
    Licensed under the Apache License, Version 2.0 (the "License");
    you may not use this file except in compliance with the License.
diff --git a/README.md b/README.md
index 6e3cd4a..05d3844 100644
--- a/README.md
+++ b/README.md
@@ -1,35 +1,66 @@
-# clio - Geo-boundaries module
+# Modelblocks - Geo-boundaries module
 
-A data module to create arbitrary regional boundaries for energy systems modelling.
+A module to create arbitrary regional boundary datasets for energy systems modelling
 
-![Example of European shapes](./docs/europe_example.png)
+<!-- Place an attractive image of module outputs here -->
+<p align="center">
+  <img src="./figures/shapes.png" width="60%">
+</p>
 
-A modular `snakemake` workflow built for [`clio`](https://clio.readthedocs.io/) data modules.
+## About
+<!-- Please do not modify this templated section -->
 
-## Steps
+This is a modular `snakemake` workflow created as part of the [Modelblocks project](https://www.modelblocks.org/). It can be imported directly into any `snakemake` workflow.
 
-1. Data is downloaded and harmonized using a common schema.
-    - Country area data: [GADM](https://gadm.org/), [Overture Maps](https://overturemaps.org/) and [NUTS](https://ec.europa.eu/eurostat/web/gisco/geodata/statistical-units/territorial-units-statistics) divisions are supported as datasources.
-    - [Marine regions](https://www.marineregions.org/) Exclusive Economic Zone (EEZ) data.
-2. Country area is clipped using the marine regions to accurately approximate their landmass.
-3. The marine data and the clipped land mass data are combined following the schema.
-Contested EEZ's (e.g., Taiwan, Falkland islands) are removed during this step.
+For more information, please consult the Modelblocks [documentation](https://modelblocks.readthedocs.io/en/latest/),
+the [integration example](./tests/integration/Snakefile),
+and the `snakemake` [documentation](https://snakemake.readthedocs.io/en/stable/snakefiles/modularization.html).
+
+## Overview
+<!-- Please describe the processing stages of this module here -->
+
+Data processing steps:
+
+<p align="center">
+  <img src="./figures/rulegraph.png" width="60%">
+</p>
+
+
+1. The configuration file is read to identify the datasets to use as well as the specific countries and regional aggregation (`subtype` in the configuration) to process.
+    - Country area data: [GADM](https://gadm.org/), [Overture Maps](https://overturemaps.org/) and [NUTS](https://ec.europa.eu/eurostat/web/gisco/geodata/statistical-units/territorial-units-statistics) divisions are supported.
+    - Exclusive Economic Zone (EEZ) data: [Marine regions](https://www.marineregions.org/).
+2. Individual country files are downloaded and harmonised to fit a standardised schema.
+Contested regions are removed at this stage.
+3. Land is clipped using maritime Exclusive Economic Zones (EEZ).
+4. Each polygon is clipped using its neighbours to minimise overlapping polygons.
+
+> [!TIP]
+> The `subtype` naming matches that of the source database. For example, NUTS uses 0, 1, 2 and 3 (NUTS0, NUTS1, NUTS2, etc.).
+> Use the references at the bottom of this page for more details.
 
 > [!CAUTION]
-> To increase the replicability of your workflow, recommend using NUTS and GADM as sources whenever possible as they are more stable than Overture Maps.
+> To increase the replicability of your workflow, we recommend using NUTS and GADM as sources whenever possible as they are more stable than Overture Maps.
+
+## Configuration
+<!-- Please describe how to configure this module below -->
+
+Please consult the configuration [README](./config/README.md) and the [configuration example](./config/config.yaml) for a general overview on the configuration options of this module.
 
-## Using this module
+## Input / output structure
+<!-- Please describe input / output file placement below -->
 
-This module can be imported directly into any `snakemake` workflow.
-Please consult the integration example in `tests/integration/Snakefile` for more information.
+This module only has one output: a geoparquet file with your requested geo-boundary "shapes".
+
+Please consult the [interface file](./INTERFACE.yaml) for more information.
 
 ## Development
+<!-- Please do not modify this templated section -->
 
 We use [`pixi`](https://pixi.sh/) as our package manager for development.
-Once installed, run the following to clone this repo and install all dependencies.
+Once installed, run the following to clone this repository and install all dependencies.
 
 ```shell
-git clone git@github.com:calliope-project/module_geo_boundaries.git
+git clone git@github.com:modelblocks-org/module_geo_boundaries.git
 cd module_geo_boundaries
 pixi install --all
 ```
@@ -40,12 +71,6 @@ For testing, simply run:
 pixi run test-integration
 ```
 
-To view the documentation locally, use:
-
-```shell
-pixi run serve-docs
-```
-
 To test a minimal example of a workflow using this module:
 
 ```shell
@@ -53,3 +78,18 @@ pixi shell    # activate this project's environment
 cd tests/integration/  # navigate to the integration example
 snakemake --use-conda --cores 2  # run the workflow!
 ```
+
+## References
+<!-- Please provide thorough referencing below -->
+
+This module is based on the following research and datasets.
+We encourage users to cite both the original source and our workflow.
+
+- GADM 4.1. (2018). Global Administrative Areas (GADM).
+    - License: GADM data is freely available for academic and non-commercial use. <https://gadm.org/license.html>.
+- NUTS (various years). Nomenclature of territorial units for statistics (NUTS).
+    - License: reuse is authorised provided the source is acknowledged. <https://ec.europa.eu/eurostat/statistics-explained/index.php?title=Copyright/licence_policy>
+- Overture Maps Divisions database (most recent version). Overture Maps Foundation.
+    - License: ODbL. See <https://docs.overturemaps.org/attribution/> and <https://opendatacommons.org/licenses/odbl/summary/> for details.
+- Marine Regions World EEZ v12 (2023). Flanders Marine Institute (MarineRegions.org).
+    - License: CC-By. See <https://www.marineregions.org/disclaimer.php>.
diff --git a/config/README.md b/config/README.md
index 2bd88fa..720820c 100644
--- a/config/README.md
+++ b/config/README.md
@@ -1,9 +1,8 @@
-# Configuration
+We recommend consulting the following before using this module:
+- `config/config.yaml`: a generic example configuration of this module.
+- `workflow/internal/config.schema.yaml`: a schematic overview of all the configuration options of this module.
+- `INTERFACE.yaml`: lists module input and output files, and their default locations.
+- `tests/integration/Snakefile`: an example of how to call this module from another workflow.
 
-This workflow is part of the [clio project](https://clio.readthedocs.io/en/latest/).
-Please consult our documentation for more details.
-Other useful resources are:
-
-- `INTERFACE.yaml`: user input files (placed in `resources/user`) and module output files (placed in `results`).
-- `workflow/internal/config.schema.yaml`: general configuration options.
-- `tests/integration/`: a simple example of how to use this module.
+This data module is part of the [Modelblocks](https://www.modelblocks.org/) project.
+Please consult the [Modelblocks documentation](https://modelblocks.readthedocs.io/) for more details.
diff --git a/docs/README.md b/docs/README.md
deleted file mode 100644
index 5385b5e..0000000
--- a/docs/README.md
+++ /dev/null
@@ -1,44 +0,0 @@
-# Home
-
-Welcome to the documentation of the `module_geo_boundaries` data module!
-This module combines country regions from three datasources (GADM, NUTS, or Overture Maps), and Exclusive Economic Zones from the Marine regions database.
-
-Please consult the [`clio` documentation](https://clio.readthedocs.io/) for more information.
-
-
-## Overview
-
-![rulegraph](./rulegraph.png)
-
-The analysis of the module is structured as follows.
-
-1. The configuration file is read to identify the countries and regional aggregation (`subtype` in the configuration) to process.
-1. Individual country files are downloaded and harmonised to fit a standardised schema.
-Contested regions are removed at this stage.
-1. Land is clipped using maritime Exclusive Economic Zones (EEZ).
-1. Each polygon is clipped using its neighbours to minimise overlapping polygons.
-
-> [!TIP]
-> The subtype naming matches that of the source database. For example, NUTS uses 0, 1, 2 and 3 (NUTS0, NUTS1, NUTS2, etc.).
-> Please consult data sources below for more details.
-
-## Configuration
-
-See [the configuration README](./../config/README.md).
-
-## Outputs
-
-See the [interface file](./../INTERFACE.yaml).
-
-## Data sources
-
-We encourage users to cite both the datasets requested and our workflow.
-
-- GADM 4.1. (2018). Global Administrative Areas (GADM).
-    - License: GADM data is freely available for academic and non-commercial use. <https://gadm.org/license.html>.
-- NUTS (various years). Nomenclature of territorial units for statistics (NUTS).
-    - License: reuse is authorised provided the source is acknowledged. <https://ec.europa.eu/eurostat/statistics-explained/index.php?title=Copyright/licence_policy>
-- Overture Maps Divisions database (most recent version). Overture Maps Foundation.
-    - License: ODbL. See <https://docs.overturemaps.org/attribution/> and <https://opendatacommons.org/licenses/odbl/summary/> for details.
-- Marine Regions World EEZ v12 (2023). Flanders Marine Institute (MarineRegions.org).
-    - License: CC-By. See <https://www.marineregions.org/disclaimer.php>.
diff --git a/docs/europe_example.png b/docs/europe_example.png
deleted file mode 100644
index a392ba7..0000000
Binary files a/docs/europe_example.png and /dev/null differ
diff --git a/docs/rulegraph.png b/docs/rulegraph.png
deleted file mode 100644
index 9ffb32f..0000000
Binary files a/docs/rulegraph.png and /dev/null differ
diff --git a/figures/rulegraph.png b/figures/rulegraph.png
new file mode 100644
index 0000000..349d38f
Binary files /dev/null and b/figures/rulegraph.png differ
diff --git a/figures/shapes.png b/figures/shapes.png
new file mode 100644
index 0000000..abfb2bf
Binary files /dev/null and b/figures/shapes.png differ
diff --git a/mypy.ini b/mypy.ini
index c7b2d53..6769a42 100644
--- a/mypy.ini
+++ b/mypy.ini
@@ -1,3 +1,4 @@
 [mypy]
 disable_error_code = import-untyped
 exclude = (^|/)\.(snakemake|pixi)(/|$)
+exclude_gitignore = True
diff --git a/pixi.lock b/pixi.lock
index 4b016d0..304222c 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -4,6 +4,8 @@ environments:
     channels:
     - url: https://conda.anaconda.org/conda-forge/
     - url: https://conda.anaconda.org/bioconda/
+    options:
+      pypi-prerelease-mode: if-necessary-or-explicit
     packages:
       linux-64:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2
@@ -32,7 +34,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-2.0.0-py312h460c074_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.4-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.3.1-pyh8f84b5b_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/clio-tools-2025.03.03-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/clio-tools-2026.03.30-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/coin-or-cbc-2.10.12-h4d16d09_5.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/coin-or-cgl-0.60.9-hc46dffc_7.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/coin-or-clp-1.17.10-hc03379b_4.conda
@@ -75,6 +77,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/glib-tools-2.86.3-hf516916_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/graphite2-1.3.14-hecca717_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/graphviz-14.1.0-h8b86629_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/greenlet-3.3.2-py312h8285ef7_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/gtk3-3.24.43-h993cebd_6.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/gts-0.7.6-h977cf35_4.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.3.0-pyhcf101f3_0.conda
@@ -209,7 +212,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/python-librt-0.7.7-py312h5253ce2_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-tzdata-2025.3-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.12-8_cp312.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2025.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2026.1.post1-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/pyyaml-6.0.3-py312h8a5da7c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/pyzmq-27.1.0-py312hfb55c3c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/readline-8.3-h853b02a_0.conda
@@ -234,9 +237,12 @@ environments:
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-report-plugins-1.3.0-pyhd4c3c12_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-scheduler-plugins-2.0.2-pyhd4c3c12_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-storage-plugins-4.3.2-pyhd4c3c12_0.conda
-      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-minimal-9.14.5-pyhdfd78af_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-minimal-9.19.0-pyhdfd78af_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/sqlalchemy-2.0.48-py312h5253ce2_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/sqlmodel-0.0.37-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/stack_data-0.6.3-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tabulate-0.9.0-pyhcf101f3_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tenacity-9.1.4-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/throttler-1.2.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_ha0e22de_103.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/toml-0.10.2-pyhcf101f3_3.conda
@@ -305,7 +311,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/cffi-2.0.0-py313h224173a_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.4-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.3.1-pyh8f84b5b_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/clio-tools-2025.03.03-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/clio-tools-2026.03.30-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/coin-or-cbc-2.10.12-h2032c40_5.conda
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   license: BSD-2-Clause
   license_family: BSD
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+  - libprotobuf >=6.33.5,<6.33.6.0a0
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@@ -3129,6 +5849,23 @@ packages:
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   timestamp: 1765818813880
+- conda: https://conda.anaconda.org/conda-forge/linux-64/libblas-3.11.0-6_h4a7cf45_openblas.conda
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+  - liblapacke 3.11.0   6*_openblas
+  - libcblas   3.11.0   6*_openblas
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 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libblas-3.11.0-5_h51639a9_openblas.conda
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@@ -3146,6 +5883,23 @@ packages:
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+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libblas-3.11.0-6_h51639a9_openblas.conda
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+  - liblapack  3.11.0   6*_openblas
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+  - libcblas   3.11.0   6*_openblas
+  - mkl <2026
+  license: BSD-3-Clause
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 - conda: https://conda.anaconda.org/conda-forge/win-64/libblas-3.11.0-5_hf2e6a31_mkl.conda
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@@ -3161,6 +5915,117 @@ packages:
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+  license_family: GPL
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+  timestamp: 1771382118742
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+  - libprotobuf >=6.33.5,<6.33.6.0a0
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+  - libstdcxx >=14
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+  - openssl >=3.5.5,<4.0a0
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+  license: Apache-2.0
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+  - libre2-11 >=2025.11.5
+  - libzlib >=1.3.1,<2.0a0
+  - openssl >=3.5.5,<4.0a0
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+  license: Apache-2.0
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+  - libprotobuf >=6.33.5,<6.33.6.0a0
+  - libre2-11 >=2025.11.5
+  - libzlib >=1.3.1,<2.0a0
+  - openssl >=3.5.5,<4.0a0
+  - re2
+  - ucrt >=10.0.20348.0
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  constrains:
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+  license: Apache-2.0
+  license_family: APACHE
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 - conda: https://conda.anaconda.org/conda-forge/win-64/libhwloc-2.12.1-default_h4379cf1_1003.conda
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   license_family: BSD
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   timestamp: 1765090345611
+- conda: https://conda.anaconda.org/conda-forge/win-64/libhwloc-2.12.2-default_h4379cf1_1000.conda
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+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  license: BSD-3-Clause
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+- conda: https://conda.anaconda.org/conda-forge/linux-64/libhwy-1.3.0-h4c17acf_1.conda
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+  license: Apache-2.0 OR BSD-3-Clause
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+  timestamp: 1758894814983
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-  license: IJG AND BSD-3-Clause AND Zlib
-  size: 841783
-  timestamp: 1762094814336
+  constrains:
+  - jpeg <0.0.0a
+  license: IJG AND BSD-3-Clause AND Zlib
+  size: 841783
+  timestamp: 1762094814336
+- conda: https://conda.anaconda.org/conda-forge/linux-64/libjxl-0.11.2-ha09017c_0.conda
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+- conda: https://conda.anaconda.org/conda-forge/win-64/libkml-1.3.0-h68a222c_1022.conda
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+  - vc >=14.3,<15
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@@ -3878,6 +7582,20 @@ packages:
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   size: 18200
   timestamp: 1765818857876
+- conda: https://conda.anaconda.org/conda-forge/linux-64/liblapack-3.11.0-6_h47877c9_openblas.conda
+  build_number: 6
+  sha256: 371f517eb7010b21c6cc882c7606daccebb943307cb9a3bf2c70456a5c024f7d
+  md5: 881d801569b201c2e753f03c84b85e15
+  depends:
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+  constrains:
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+  - liblapacke 3.11.0   6*_openblas
+  - libcblas   3.11.0   6*_openblas
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 18624
+  timestamp: 1774503065378
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/liblapack-3.11.0-5_hd9741b5_openblas.conda
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   sha256: 735a6e6f7d7da6f718b6690b7c0a8ae4815afb89138aa5793abe78128e951dbb
@@ -3892,6 +7610,20 @@ packages:
   license_family: BSD
   size: 18551
   timestamp: 1765819121855
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/liblapack-3.11.0-6_hd9741b5_openblas.conda
+  build_number: 6
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+  md5: ee33d2d05a7c5ea1f67653b37eb74db1
+  depends:
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+  constrains:
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+  - libcblas   3.11.0   6*_openblas
+  - blas 2.306   openblas
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 18863
+  timestamp: 1774504467905
 - conda: https://conda.anaconda.org/conda-forge/win-64/liblapack-3.11.0-5_hf9ab0e9_mkl.conda
   build_number: 5
   sha256: a2d33f5cc2b8a9042f2af6981c6733ab1a661463823eaa56595a9c58c0ab77e1
@@ -3906,6 +7638,20 @@ packages:
   license_family: BSD
   size: 80225
   timestamp: 1765819148014
+- conda: https://conda.anaconda.org/conda-forge/win-64/liblapack-3.11.0-6_hf9ab0e9_mkl.conda
+  build_number: 6
+  sha256: 2e6ac39e456ba13ec8f02fc0787b8a22c89780e24bd5556eaf642177463ffb36
+  md5: 7e9cdaf6f302142bc363bbab3b5e7074
+  depends:
+  - libblas 3.11.0 6_hf2e6a31_mkl
+  constrains:
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+  - liblapacke 3.11.0   6*_mkl
+  - libcblas   3.11.0   6*_mkl
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 80571
+  timestamp: 1774503757128
 - conda: https://conda.anaconda.org/conda-forge/linux-64/liblapacke-3.11.0-5_h6ae95b6_openblas.conda
   build_number: 5
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@@ -3945,6 +7691,17 @@ packages:
   license: 0BSD
   size: 112894
   timestamp: 1749230047870
+- conda: https://conda.anaconda.org/conda-forge/linux-64/liblzma-5.8.2-hb03c661_0.conda
+  sha256: 755c55ebab181d678c12e49cced893598f2bab22d582fbbf4d8b83c18be207eb
+  md5: c7c83eecbb72d88b940c249af56c8b17
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - libgcc >=14
+  constrains:
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+  license: 0BSD
+  size: 113207
+  timestamp: 1768752626120
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/liblzma-5.8.1-h39f12f2_2.conda
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   md5: d6df911d4564d77c4374b02552cb17d1
@@ -3955,6 +7712,16 @@ packages:
   license: 0BSD
   size: 92286
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+- conda: https://conda.anaconda.org/conda-forge/noarch/threadpoolctl-3.6.0-pyhecae5ae_0.conda
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+  md5: 9d64911b31d57ca443e9f1e36b04385f
+  depends:
+  - python >=3.9
+  license: BSD-3-Clause
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+  size: 23869
+  timestamp: 1741878358548
 - conda: https://conda.anaconda.org/conda-forge/noarch/throttler-1.2.2-pyhd8ed1ab_0.conda
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   md5: 6fc48bef3b400c82abaee323a9d4e290
@@ -6610,6 +13062,19 @@ packages:
   license_family: MIT
   size: 12341
   timestamp: 1691135604942
+- conda: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_h366c992_103.conda
+  sha256: cafeec44494f842ffeca27e9c8b0c27ed714f93ac77ddadc6aaf726b5554ebac
+  md5: cffd3bdd58090148f4cfcd831f4b26ab
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - libgcc >=14
+  - libzlib >=1.3.1,<2.0a0
+  constrains:
+  - xorg-libx11 >=1.8.12,<2.0a0
+  license: TCL
+  license_family: BSD
+  size: 3301196
+  timestamp: 1769460227866
 - conda: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_ha0e22de_103.conda
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   md5: 86bc20552bf46075e3d92b67f089172d
@@ -6623,6 +13088,16 @@ packages:
   license_family: BSD
   size: 3284905
   timestamp: 1763054914403
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/tk-8.6.13-h010d191_3.conda
+  sha256: 799cab4b6cde62f91f750149995d149bc9db525ec12595e8a1d91b9317f038b3
+  md5: a9d86bc62f39b94c4661716624eb21b0
+  depends:
+  - __osx >=11.0
+  - libzlib >=1.3.1,<2.0a0
+  license: TCL
+  license_family: BSD
+  size: 3127137
+  timestamp: 1769460817696
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/tk-8.6.13-h892fb3f_3.conda
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   md5: a73d54a5abba6543cb2f0af1bfbd6851
@@ -6644,6 +13119,17 @@ packages:
   license_family: BSD
   size: 3472313
   timestamp: 1763055164278
+- conda: https://conda.anaconda.org/conda-forge/win-64/tk-8.6.13-h6ed50ae_3.conda
+  sha256: 0e79810fae28f3b69fe7391b0d43f5474d6bd91d451d5f2bde02f55ae481d5e3
+  md5: 0481bfd9814bf525bd4b3ee4b51494c4
+  depends:
+  - ucrt >=10.0.20348.0
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  license: TCL
+  license_family: BSD
+  size: 3526350
+  timestamp: 1769460339384
 - conda: https://conda.anaconda.org/conda-forge/noarch/toml-0.10.2-pyhcf101f3_3.conda
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   md5: d0fc809fa4c4d85e959ce4ab6e1de800
@@ -6743,6 +13229,33 @@ packages:
   license_family: MIT
   size: 35158
   timestamp: 1750249264892
+- conda: https://conda.anaconda.org/conda-forge/noarch/typeguard-4.5.1-pyhd8ed1ab_0.conda
+  sha256: 39d8ae33c43cdb8f771373e149b0b4fae5a08960ac58dcca95b2f1642bb17448
+  md5: 260af1b0a94f719de76b4e14094e9a3b
+  depends:
+  - importlib-metadata >=3.6
+  - python >=3.10
+  - typing-extensions >=4.10.0
+  - typing_extensions >=4.14.0
+  constrains:
+  - pytest >=7
+  license: MIT
+  license_family: MIT
+  size: 36838
+  timestamp: 1771532971545
+- conda: https://conda.anaconda.org/conda-forge/noarch/typer-0.24.1-pyhcf101f3_0.conda
+  sha256: 859aec3457a4d6dd6e4a68d9f4ad4216ce05e1a1a94d244f10629848de77739b
+  md5: 0bb9dfbe0806165f4960331a0ac05ab5
+  depends:
+  - annotated-doc >=0.0.2
+  - click >=8.2.1
+  - python >=3.10
+  - rich >=12.3.0
+  - shellingham >=1.3.0
+  - python
+  license: MIT
+  size: 116134
+  timestamp: 1775138098187
 - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.15.0-h396c80c_0.conda
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   md5: edd329d7d3a4ab45dcf905899a7a6115
@@ -6798,6 +13311,37 @@ packages:
   license: LicenseRef-MicrosoftWindowsSDK10
   size: 694692
   timestamp: 1756385147981
+- conda: https://conda.anaconda.org/conda-forge/linux-64/uriparser-0.9.8-hac33072_0.conda
+  sha256: 2aad2aeff7c69a2d7eecd7b662eef756b27d6a6b96f3e2c2a7071340ce14543e
+  md5: d71d3a66528853c0a1ac2c02d79a0284
+  depends:
+  - libgcc-ng >=12
+  - libstdcxx-ng >=12
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 48270
+  timestamp: 1715010035325
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/uriparser-0.9.8-h00cdb27_0.conda
+  sha256: fa0bcbfb20a508ca9bf482236fe799581cbd0eab016e47a865e9fa44dbe3c512
+  md5: e8ff9e11babbc8cd77af5a4258dc2802
+  depends:
+  - __osx >=11.0
+  - libcxx >=16
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 40625
+  timestamp: 1715010029254
+- conda: https://conda.anaconda.org/conda-forge/win-64/uriparser-0.9.8-h5a68840_0.conda
+  sha256: ed0eed8ed0343d29cdbfaeb1bfd141f090af696547d69f91c18f46350299f00d
+  md5: 28b4cf9065681f43cc567410edf8243d
+  depends:
+  - ucrt >=10.0.20348.0
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 49181
+  timestamp: 1715010467661
 - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.6.2-pyhd8ed1ab_0.conda
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@@ -6811,6 +13355,28 @@ packages:
   license_family: MIT
   size: 102842
   timestamp: 1765719817255
+- conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.6.3-pyhd8ed1ab_0.conda
+  sha256: af641ca7ab0c64525a96fd9ad3081b0f5bcf5d1cbb091afb3f6ed5a9eee6111a
+  md5: 9272daa869e03efe68833e3dc7a02130
+  depends:
+  - backports.zstd >=1.0.0
+  - brotli-python >=1.2.0
+  - h2 >=4,<5
+  - pysocks >=1.5.6,<2.0,!=1.5.7
+  - python >=3.10
+  license: MIT
+  license_family: MIT
+  size: 103172
+  timestamp: 1767817860341
+- conda: https://conda.anaconda.org/conda-forge/noarch/validators-0.35.0-pyhd8ed1ab_0.conda
+  sha256: a9cd585b86f41da98e4d67d75623916456d9df9dbd0ee27c4a722d89eb71cf13
+  md5: 3449ef730c7d483adde81993994092b9
+  depends:
+  - python >=3.9
+  license: MIT
+  license_family: MIT
+  size: 40032
+  timestamp: 1746267229282
 - conda: https://conda.anaconda.org/conda-forge/win-64/vc-14.3-h41ae7f8_34.conda
   sha256: 9dc40c2610a6e6727d635c62cced5ef30b7b30123f5ef67d6139e23d21744b3a
   md5: 1e610f2416b6acdd231c5f573d754a0f
@@ -6845,6 +13411,15 @@ packages:
   license_family: Proprietary
   size: 115235
   timestamp: 1767320173250
+- conda: https://conda.anaconda.org/conda-forge/win-64/vs2015_runtime-14.44.35208-h38c0c73_34.conda
+  sha256: 63ff4ec6e5833f768d402f5e95e03497ce211ded5b6f492e660e2bfc726ad24d
+  md5: f276d1de4553e8fca1dfb6988551ebb4
+  depends:
+  - vc14_runtime >=14.44.35208
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 19347
+  timestamp: 1767320221943
 - conda: https://conda.anaconda.org/conda-forge/linux-64/wayland-1.24.0-hd6090a7_1.conda
   sha256: 3aa04ae8e9521d9b56b562376d944c3e52b69f9d2a0667f77b8953464822e125
   md5: 035da2e4f5770f036ff704fa17aace24
@@ -6867,6 +13442,15 @@ packages:
   license_family: MIT
   size: 33670
   timestamp: 1758622418893
+- conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.6.0-pyhd8ed1ab_0.conda
+  sha256: e298b508b2473c4227206800dfb14c39e4b14fd79d4636132e9e1e4244cdf4aa
+  md5: c3197f8c0d5b955c904616b716aca093
+  depends:
+  - python >=3.10
+  license: MIT
+  license_family: MIT
+  size: 71550
+  timestamp: 1770634638503
 - conda: https://conda.anaconda.org/conda-forge/noarch/win_inet_pton-1.1.0-pyh7428d3b_8.conda
   sha256: 93807369ab91f230cf9e6e2a237eaa812492fe00face5b38068735858fba954f
   md5: 46e441ba871f524e2b067929da3051c2
@@ -6913,6 +13497,41 @@ packages:
   license_family: BSD
   size: 63385
   timestamp: 1756851987645
+- conda: https://conda.anaconda.org/conda-forge/linux-64/xerces-c-3.3.0-hd9031aa_1.conda
+  sha256: 605980121ad3ee9393a9b53fb0996929c9732f8fc6b9f796d25244ca6fa23032
+  md5: 66a1db55ecdb7377d2b91f54cd56eafa
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - icu >=78.1,<79.0a0
+  - libgcc >=14
+  - libnsl >=2.0.1,<2.1.0a0
+  - libstdcxx >=14
+  license: Apache-2.0
+  license_family: Apache
+  size: 1660075
+  timestamp: 1766327494699
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/xerces-c-3.3.0-h25f632f_1.conda
+  sha256: 89152175f45b5e84e0f1575848f607e305ffc122ab59d9704ea77ce699b1bd2b
+  md5: 0b886d06130b774f086d3b2ce0b7277a
+  depends:
+  - __osx >=11.0
+  - icu >=78.1,<79.0a0
+  - libcxx >=19
+  license: Apache-2.0
+  license_family: Apache
+  size: 1283088
+  timestamp: 1766327630028
+- conda: https://conda.anaconda.org/conda-forge/win-64/xerces-c-3.3.0-hac47afa_1.conda
+  sha256: 9583a8fcf01c59b26a4285bc151b6315fd0bd504e1628f004519dc871eb17073
+  md5: d1097e01041cfed41c81f1e3d1f52572
+  depends:
+  - ucrt >=10.0.20348.0
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  license: Apache-2.0
+  license_family: Apache
+  size: 3598939
+  timestamp: 1766327729418
 - conda: https://conda.anaconda.org/conda-forge/linux-64/xkeyboard-config-2.46-hb03c661_0.conda
   sha256: aa03b49f402959751ccc6e21932d69db96a65a67343765672f7862332aa32834
   md5: 71ae752a748962161b4740eaff510258
@@ -7003,6 +13622,15 @@ packages:
   license_family: MIT
   size: 15321
   timestamp: 1762976464266
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/xorg-libxau-1.0.12-hc919400_1.conda
+  sha256: adae11db0f66f86156569415ed79cda75b2dbf4bea48d1577831db701438164f
+  md5: 78b548eed8227a689f93775d5d23ae09
+  depends:
+  - __osx >=11.0
+  license: MIT
+  license_family: MIT
+  size: 14105
+  timestamp: 1762976976084
 - conda: https://conda.anaconda.org/conda-forge/win-64/xorg-libxau-1.0.12-hba3369d_1.conda
   sha256: 156a583fa43609507146de1c4926172286d92458c307bb90871579601f6bc568
   md5: 8436cab9a76015dfe7208d3c9f97c156
@@ -7062,6 +13690,15 @@ packages:
   license_family: MIT
   size: 20591
   timestamp: 1762976546182
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/xorg-libxdmcp-1.1.5-hc919400_1.conda
+  sha256: f7fa0de519d8da589995a1fe78ef74556bb8bc4172079ae3a8d20c3c81354906
+  md5: 9d1299ace1924aa8f4e0bc8e71dd0cf7
+  depends:
+  - __osx >=11.0
+  license: MIT
+  license_family: MIT
+  size: 19156
+  timestamp: 1762977035194
 - conda: https://conda.anaconda.org/conda-forge/win-64/xorg-libxdmcp-1.1.5-hba3369d_1.conda
   sha256: 366b8ae202c3b48958f0b8784bbfdc37243d3ee1b1cd4b8e76c10abe41fa258b
   md5: a7c03e38aa9c0e84d41881b9236eacfb
@@ -7220,6 +13857,15 @@ packages:
   license_family: MIT
   size: 570010
   timestamp: 1766154256151
+- conda: https://conda.anaconda.org/conda-forge/noarch/xyzservices-2026.3.0-pyhd8ed1ab_0.conda
+  sha256: 663ea9b00d68c2da309114923924686ab6d3f59ef1b196c5029ba16799e7bb07
+  md5: 4487b9c371d0161d54b5c7bbd890c0fc
+  depends:
+  - python >=3.9
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 51732
+  timestamp: 1774900074457
 - conda: https://conda.anaconda.org/conda-forge/linux-64/yaml-0.2.5-h280c20c_3.conda
   sha256: 6d9ea2f731e284e9316d95fa61869fe7bbba33df7929f82693c121022810f4ad
   md5: a77f85f77be52ff59391544bfe73390a
@@ -7353,6 +13999,70 @@ packages:
   license_family: MIT
   size: 24194
   timestamp: 1764460141901
+- conda: https://conda.anaconda.org/conda-forge/linux-64/zlib-1.3.2-h25fd6f3_2.conda
+  sha256: 245c9ee8d688e23661b95e3c6dd7272ca936fabc03d423cdb3cdee1bbcf9f2f2
+  md5: c2a01a08fc991620a74b32420e97868a
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - libzlib 1.3.2 h25fd6f3_2
+  license: Zlib
+  license_family: Other
+  size: 95931
+  timestamp: 1774072620848
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zlib-1.3.2-h8088a28_2.conda
+  sha256: 8dd2ac25f0ba714263aac5832d46985648f4bfb9b305b5021d702079badc08d2
+  md5: f1c0bce276210bed45a04949cfe8dc20
+  depends:
+  - __osx >=11.0
+  - libzlib 1.3.2 h8088a28_2
+  license: Zlib
+  license_family: Other
+  size: 81123
+  timestamp: 1774072974535
+- conda: https://conda.anaconda.org/conda-forge/win-64/zlib-1.3.2-hfd05255_2.conda
+  sha256: ef408f85f664a4b9c9dac3cb2e36154d9baa15a88984ea800e11060e0f2394a1
+  md5: 5187ecf958be3c39110fe691cbd6873e
+  depends:
+  - libzlib 1.3.2 hfd05255_2
+  - ucrt >=10.0.20348.0
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  license: Zlib
+  license_family: Other
+  size: 850351
+  timestamp: 1774072891049
+- conda: https://conda.anaconda.org/conda-forge/linux-64/zlib-ng-2.3.3-hceb46e0_1.conda
+  sha256: ea4e50c465d70236408cb0bfe0115609fd14db1adcd8bd30d8918e0291f8a75f
+  md5: 2aadb0d17215603a82a2a6b0afd9a4cb
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - libgcc >=14
+  - libstdcxx >=14
+  license: Zlib
+  license_family: Other
+  size: 122618
+  timestamp: 1770167931827
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zlib-ng-2.3.3-hed4e4f5_1.conda
+  sha256: a339606a6b224bb230ff3d711e801934f3b3844271df9720165e0353716580d4
+  md5: d99c2a23a31b0172e90f456f580b695e
+  depends:
+  - __osx >=11.0
+  - libcxx >=19
+  license: Zlib
+  license_family: Other
+  size: 94375
+  timestamp: 1770168363685
+- conda: https://conda.anaconda.org/conda-forge/win-64/zlib-ng-2.3.3-h0261ad2_1.conda
+  sha256: 71332532332d13b5dbe57074ddcf82ae711bdc132affa5a2982a29ffa06dc234
+  md5: 46a21c0a4e65f1a135251fc7c8663f83
+  depends:
+  - ucrt >=10.0.20348.0
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  license: Zlib
+  license_family: Other
+  size: 124542
+  timestamp: 1770167984883
 - conda: https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.25.0-py312h5253ce2_1.conda
   sha256: c2bcb8aa930d6ea3c9c7a64fc4fab58ad7bcac483a9a45de294f67d2f447f413
   md5: 02738ff9855946075cbd1b5274399a41
diff --git a/pixi.toml b/pixi.toml
index 0eb69cf..08725ec 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -6,10 +6,10 @@ license = "Apache-2.0"
 readme = "README.md"
 channels = ["conda-forge", "bioconda"]
 platforms = ["win-64", "linux-64", "osx-arm64"]
-homepage = "https://clio.readthedocs.io/"
+homepage = "https://www.modelblocks.org/"
 
 [dependencies]
-clio-tools = ">=2025.03.03"
+clio-tools = ">=2026.03.30"
 conda = ">=25.0.0"
 ipdb = ">=0.13.13"
 ipykernel = ">=6.29.5"
@@ -20,6 +20,25 @@ python = ">=3.12"
 ruff = ">=0.9.9"
 snakefmt = ">=0.10.2"
 snakemake-minimal = ">=8.29.0"
+pytz = ">=2026.1.post1"
 
 [tasks]
-test-integration = {cmd = "pytest tests/clio_test.py"}
+test-integration = {cmd = "pytest tests/integration_test.py"}
+
+[feature.shape]
+channels = ["conda-forge", "nodefaults"]
+
+[feature.shape.dependencies]
+boto3 = "1.40.46.*"
+duckdb = "1.2.0.*"
+geopandas = "1.0.1.*"
+ipdb = "0.13.13.*"
+pandera-geopandas = "0.24.*"
+pandera-io = "0.24.*"
+pyarrow = "19.0.1.*"
+pycountry = "24.6.1.*"
+shapely = "2.1.1.*"
+numpy = "2.3.5.*"
+
+[environments]
+shape = { features = ["shape"], no-default-feature = true }
diff --git a/tests/integration/Snakefile b/tests/integration/Snakefile
index cb6d66a..429ec92 100644
--- a/tests/integration/Snakefile
+++ b/tests/integration/Snakefile
@@ -3,15 +3,21 @@ configfile: workflow.source_path("./test_config.yaml")
 
 
 # Import the module and configure it.
-# `snakefile:` can use plain paths, URLs or special github(...) / gitlab(...) markers.
-# `prefix:` re-routes all input/output paths of the module, helping to avoid file conflicts.
+# `snakefile:` specifies the module. It can use file paths and special github(...) / gitlab(...) markers
+# `config`: specifies the module configuration.
+# `pathvars:` helps you re-wire where the module places files.
 module module_geo_boundaries:
     snakefile:
         "../../workflow/Snakefile"
     config:
         config["module_geo_boundaries"]
-    prefix:
-        "results/integration_test/"
+    pathvars:
+        # Redirect specific module results (outputs)
+        shapes="results/outputs/shapes.parquet",
+        # Redirect module intermediate files
+        logs="resources/geo_boundaries/logs",
+        resources="resources/geo_boundaries/resources",
+        results="resources/geo_boundaries/results",
 
 
 # Add a prefix to all module rules, to avoid naming conflicts.
@@ -24,4 +30,4 @@ rule all:
         "A generic test case for this module."
     default_target: True
     input:
-        "results/integration_test/results/shapes.parquet",
+        "results/outputs/shapes.parquet",
diff --git a/tests/clio_test.py b/tests/integration_test.py
similarity index 78%
rename from tests/clio_test.py
rename to tests/integration_test.py
index d810e92..009e87f 100644
--- a/tests/clio_test.py
+++ b/tests/integration_test.py
@@ -1,7 +1,7 @@
-"""Set of standard clio tests.
+"""Set of standard Modelblocks tests.
 
-DO NOT MANUALLY MODIFY THIS FILE!
-It should be updated through our templating functions.
+PLEASE ENSURE THIS SET OF MINIMAL TESTS WORKS BEFORE PUBLISHING YOUR MODULE.
+Contents may be updated in future template updates.
 """
 
 import subprocess
@@ -25,15 +25,18 @@ def test_interface_file(module_path):
 @pytest.mark.parametrize(
     "file",
     [
-        "CITATION.cff",
         "AUTHORS",
+        "CITATION.cff",
         "INTERFACE.yaml",
         "LICENSE",
+        "README.md",
+        "config/config.yaml",
+        "workflow/internal/config.schema.yaml",
         "tests/integration/Snakefile",
     ],
 )
 def test_standard_file_existance(module_path, file):
-    """Check that a minimal set of files used for clio automatic docs are present."""
+    """Check that a minimal set of files used for documentation are present."""
     assert Path(module_path / file).exists()
 
 
diff --git a/workflow/Snakefile b/workflow/Snakefile
index 43f6457..e890fba 100644
--- a/workflow/Snakefile
+++ b/workflow/Snakefile
@@ -2,7 +2,15 @@ import yaml
 
 from snakemake.utils import min_version, validate
 
-min_version("8.10")
+min_version("9.19")
+
+
+# !!!!! IMPORTANT !!!!!
+# Define pathvars for all user resource files and result files
+# This allows users to re-wire how the module is used in their workflow with ease.
+pathvars:
+    # Module results
+    shapes="<results>/shapes.parquet",
 
 
 # Load the example configuration. This will be overridden by users.
@@ -33,7 +41,7 @@ rule all:
     output:
         "INVALID",
     log:
-        stderr="logs/all.stderr",
+        stderr="<logs>/all.stderr",
     conda:
         "envs/shell.yaml"
     shell:
diff --git a/workflow/rules/automatic.smk b/workflow/rules/automatic.smk
index 89776b8..4e744b9 100644
--- a/workflow/rules/automatic.smk
+++ b/workflow/rules/automatic.smk
@@ -10,9 +10,9 @@ rule download_country_overture:
     params:
         version=config["overture_release"],
     output:
-        path="resources/automatic/countries/overture_{country}_{subtype}.parquet",
+        path="<resources>/automatic/countries/overture_{country}_{subtype}.parquet",
     log:
-        "logs/download_country_overture_{country}_{subtype}.log",
+        "<logs>/{country}/download_country_overture_{subtype}.log",
     conda:
         "../envs/shape.yaml"
     script:
@@ -23,9 +23,11 @@ rule download_country_gadm:
     message:
         "Download '{wildcards.country}_{wildcards.subtype}' dataset from GADM."
     output:
-        path=temp("resources/automatic/countries/raw_gadm_{country}_{subtype}.parquet"),
+        path=temp(
+            "<resources>/automatic/countries/raw_gadm_{country}_{subtype}.parquet"
+        ),
     log:
-        "logs/download_country_gadm_{country}_{subtype}.log",
+        "<logs>/{country}/download_country_gadm_{subtype}.log",
     conda:
         "../envs/shape.yaml"
     script:
@@ -39,11 +41,11 @@ rule standardise_country_gadm:
         country_id=lambda wc: str(wc.country),
         subtype=lambda wc: str(wc.subtype),
     input:
-        raw="resources/automatic/countries/raw_gadm_{country}_{subtype}.parquet",
+        raw="<resources>/automatic/countries/raw_gadm_{country}_{subtype}.parquet",
     output:
-        standardised="resources/automatic/countries/gadm_{country}_{subtype}.parquet",
+        standardised="<resources>/automatic/countries/gadm_{country}_{subtype}.parquet",
     log:
-        "logs/standardise_country_gadm_{country}_{subtype}.log",
+        "<logs>/{country}/standardise_country_gadm_{subtype}.log",
     conda:
         "../envs/shape.yaml"
     script:
@@ -56,9 +58,9 @@ rule download_nuts:
     params:
         epsg=internal["nuts"]["epsg"],
     output:
-        path="resources/automatic/nuts/nuts_{resolution}_{year}_{level}.parquet",
+        path="<resources>/automatic/nuts/nuts_{resolution}_{year}_{level}.parquet",
     log:
-        "logs/download_nuts_{resolution}_{year}_{level}.log",
+        "<logs>/download_nuts_{resolution}_{year}_{level}.log",
     conda:
         "../envs/shape.yaml"
     script:
@@ -71,11 +73,11 @@ rule standardise_country_nuts:
     params:
         year=lambda wc: config["countries"][wc.country]["year"],
     input:
-        raw=lambda wc: f"resources/automatic/nuts/nuts_{config["countries"][wc.country]["resolution"]}_{config["countries"][wc.country]["year"]}_{wc.subtype}.parquet",
+        raw=lambda wc: f"<resources>/automatic/nuts/nuts_{config["countries"][wc.country]["resolution"]}_{config["countries"][wc.country]["year"]}_{wc.subtype}.parquet",
     output:
-        path="resources/automatic/countries/nuts_{country}_{subtype}.parquet",
+        path="<resources>/automatic/countries/nuts_{country}_{subtype}.parquet",
     log:
-        "logs/standardise_country_nuts_{country}_{subtype}.log",
+        "<logs>/{country}/standardise_country_nuts_{subtype}.log",
     conda:
         "../envs/shape.yaml"
     script:
@@ -86,10 +88,10 @@ rule download_marine_eez_area:
     message:
         "Download and standardise '{wildcards.country}' EEZ dataset."
     output:
-        path="resources/automatic/eez/{country}.parquet",
-        plot="resources/automatic/eez/{country}.png",
+        path="<resources>/automatic/eez/{country}.parquet",
+        plot="<resources>/automatic/eez/{country}.png",
     log:
-        "logs/{country}/download_marine_eez_area.log",
+        "<logs>/{country}/download_marine_eez_area.log",
     conda:
         "../envs/shape.yaml"
     script:
diff --git a/workflow/rules/build.smk b/workflow/rules/build.smk
index 478c9a1..a545d38 100644
--- a/workflow/rules/build.smk
+++ b/workflow/rules/build.smk
@@ -8,22 +8,22 @@ rule build_combined_area:
         crs=config["crs"],
     input:
         countries=[
-            f"resources/automatic/countries/{data['source']}_{country}_{data['subtype']}.parquet"
+            f"<resources>/automatic/countries/{data['source']}_{country}_{data['subtype']}.parquet"
             for country, data in config["countries"].items()
         ],
         marine=[
-            f"resources/automatic/eez/{country}.parquet"
+            f"<resources>/automatic/eez/{country}.parquet"
             for country in config["countries"]
         ],
     output:
-        combined="results/shapes.parquet",
+        combined="<shapes>",
         plot=report(
-            "results/shapes.png",
+            "<results>/shapes.png",
             caption="../report/results.rst",
             category="Combined area",
         ),
     log:
-        "logs/build_combined_area.log",
+        "<logs>/build_combined_area.log",
     conda:
         "../envs/shape.yaml"
     script:
diff --git a/workflow/scripts/build_combined_area.py b/workflow/scripts/build_combined_area.py
index 8424872..05a7a50 100644
--- a/workflow/scripts/build_combined_area.py
+++ b/workflow/scripts/build_combined_area.py
@@ -13,14 +13,14 @@
     snakemake: Any
 
 
-def plot_combined_area(combined_file: str, path: str):
+def plot_combined_area(combined_file: str, path: str, crs: str):
     """Generate a nice figure of the resulting file."""
-    gdf = gpd.read_parquet(combined_file)
-    ax = gdf.plot(figsize=(10, 10), column="shape_class")
-    ax.set_xlabel("longitude")
-    ax.set_ylabel("latitude")
+    gdf = gpd.read_parquet(combined_file).to_crs(crs)
+    fig, ax = plt.subplots(figsize=(7, 7), layout="constrained")
+    ax = gdf.plot(ax=ax, column="shape_class", legend=False)
+    ax.set(xticks=[], yticks=[], xlabel="", ylabel="")
     ax.set_title("Combined regions")
-    plt.savefig(path)
+    fig.savefig(path, dpi=200, bbox_inches="tight")
 
 
 def _remove_overlaps(gdf: gpd.GeoDataFrame, projected_crs: str) -> gpd.GeoDataFrame:
@@ -145,5 +145,7 @@ def build_combined_area(
         combined_file=snakemake.output.combined,
     )
     plot_combined_area(
-        combined_file=snakemake.output.combined, path=snakemake.output.plot
+        combined_file=snakemake.output.combined,
+        path=snakemake.output.plot,
+        crs=snakemake.params.crs["projected"],
     )
diff --git a/workflow/scripts/download_marine_eez_area.py b/workflow/scripts/download_marine_eez_area.py
index e701768..e3abedd 100644
--- a/workflow/scripts/download_marine_eez_area.py
+++ b/workflow/scripts/download_marine_eez_area.py
@@ -142,7 +142,7 @@ def main() -> None:
     gdf.to_parquet(snakemake.output.path)
 
     fig, _ = plot(gdf, iso3)
-    fig.savefig(snakemake.output.plot, dpi=300)
+    fig.savefig(snakemake.output.plot, bbox_inches="tight", dpi=200)
 
 
 if __name__ == "__main__":