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The fix was to use 'activate-environment' in the conda setup :)

- name: Setup conda
    uses: conda-incubator/setup-miniconda@v3
    with:
      miniforge-version: latest
      activate-environment: name_of_the_env
      python-version: 3.11.11

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Answer selected by EveCharbie
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