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laminlabs · Nov 21, 2024 · 3bed84e · 3bed84e
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diff --git a/docs/changelog/2024.md b/docs/changelog/2024.md
@@ -18,7 +18,7 @@
 
 ## 2024-11-21 {small}`db 0.77.0 | bionty 0.53.0`
 
-✨ Enable validation of `Literal` and other field types [PR](https://github.com/laminlabs/lamindb/pull/2177) [@sunnyosun](https://github.com/sunnyosun)
+✨ Enable validation of `Literal` and other field types. [PR](https://github.com/laminlabs/lamindb/pull/2177) [@sunnyosun](https://github.com/sunnyosun)
 
 - A `Literal`-typed `CharField` is validated for any `Record`:
 
@@ -39,15 +39,14 @@
   #>     → valid values are: CRISPRa, CRISPRi
   ```
 
-- You can leverage [Django's rich field validation](https://docs.djangoproject.com/en/stable/ref/validators/) by inheriting from `ValidateFields` and using dedicated field types or custom regex expressions:
+- For custom field types, use [Django's rich field validation](https://docs.djangoproject.com/en/stable/ref/validators/) and subclass `ValidateFields`:
 
   ```python
   from lnschema_core import Record, ValidateFields
   from django.core.validators import RegexValidator
 
   class Reference(Record, ValidateFields):
       url: str = fields.URLField()
-      """URL linking to the reference."""
       doi: str = fields.CharField(
           validators=[
               RegexValidator(
@@ -56,7 +55,6 @@
               )
           ],
       )
-      """A Digital Object Identifier (DOI)."""
 
   Reference(doi="abc.ef", url="myurl.com")
   #> FieldValidationError:
@@ -66,14 +64,15 @@
   #>     → Must be a DOI (10.1000/xyz123 or https://doi.org/10.1000/xyz123)
   ```
 
-These possibilities are now leveraged in all schema modules.
+- These possibilities are now leveraged in all schema modules.
 
-- 🎨 Leverage a more concise way for defining registries: [lnschema-core](https://github.com/laminlabs/lnschema-core/pull/452) [findrefs](https://github.com/laminlabs/findrefs/pull/2) [ourprojects](https://github.com/laminlabs/ourprojects/pull/2) [clinicore](https://github.com/laminlabs/clinicore/pull/14) [cellregistry](https://github.com/laminlabs/cellregistry/pull/2) [@sunnyosun](https://github.com/sunnyosun)
-- 🎨 Squash migrations for faster instance creation: [lnschema-core](https://github.com/laminlabs/lnschema-core/pull/453) [bionty](https://github.com/laminlabs/bionty/pull/162) [wetlab](https://github.com/laminlabs/wetlab/pull/75) [@sunnyosun](https://github.com/sunnyosun)
+  - More concise registry definitions: [lnschema-core](https://github.com/laminlabs/lnschema-core/pull/452) [findrefs](https://github.com/laminlabs/findrefs/pull/2) [ourprojects](https://github.com/laminlabs/ourprojects/pull/2) [clinicore](https://github.com/laminlabs/clinicore/pull/14) [cellregistry](https://github.com/laminlabs/cellregistry/pull/2) [@sunnyosun](https://github.com/sunnyosun)
+  - Squash migrations for faster instance creation: [lnschema-core](https://github.com/laminlabs/lnschema-core/pull/453) [bionty](https://github.com/laminlabs/bionty/pull/162) [wetlab](https://github.com/laminlabs/wetlab/pull/75) [@sunnyosun](https://github.com/sunnyosun)
 
-🍱 A revamped Nextflow guide that makes use of `nf-core/scrnaseq` [PR](https://github.com/laminlabs/nextflow-lamin/pull/42) [@Zethson](https://github.com/Zethson)
+🍱 Overhauled Nextflow integration. [PR](https://github.com/laminlabs/nextflow-lamin/pull/42) [@Zethson](https://github.com/Zethson)
 
-- The updated registration script for an `nf-core` pipeline run now leverages standardized `nf-core` metadata paths to associate it with the executed Nextflow run.
+- The registration script now leverages standardized `nf-core` metadata paths
+- Example use case is now more comprehensive and based on `nf-core/scrnaseq`
 
 ## 2024-11-15 {small}`db 0.76.16`
 

diff --git a/noxfile.py b/noxfile.py
@@ -219,7 +219,7 @@ def pull_artifacts(session):
 def docs(session):
     run(
         session,
-        "pip install --no-deps git+https://github.com/laminlabs/bionty git+https://github.com/laminlabs/wetlab git+https://github.com/laminlabs/findrefs git+https://github.com/laminlabs/clinicore git+https://github.com/laminlabs/cellregistry git+https://github.com/laminlabs/omop git+https://github.com/laminlabs/ourprojects",
+        "pip install --no-deps git+https://github.com/laminlabs/lnschema-core git+https://github.com/laminlabs/bionty git+https://github.com/laminlabs/wetlab git+https://github.com/laminlabs/findrefs git+https://github.com/laminlabs/clinicore git+https://github.com/laminlabs/cellregistry git+https://github.com/laminlabs/omop git+https://github.com/laminlabs/ourprojects",
     )
     run(
         session,