diff --git a/release/README.md b/release/README.md
index b058f6e..8f88356 100644
--- a/release/README.md
+++ b/release/README.md
@@ -1,7 +1,8 @@
 # LeadForge: Synthetic B2B Lead Scoring Dataset (`leadforge-lead-scoring-v1`)
 
 A relational, reproducible, three-tier synthetic CRM dataset family for
-teaching lead scoring at scale. Generated by
+teaching lead scoring at scale. Created by
+[Shay Palachy Affek](https://www.shaypalachy.com/) and generated by
 [leadforge](https://github.com/leadforge-dev/leadforge), an
 open-source Python framework for synthetic CRM/funnel data. The
 framework version is decoupled from the dataset version: the package
@@ -317,3 +318,9 @@ PRs welcome.
 
 Verify integrity with `leadforge validate <bundle_dir>`; every file
 is hashed in `manifest.json`.
+
+## Credits
+
+Created by [Shay Palachy Affek](https://www.shaypalachy.com/).
+Dataset generated with [leadforge](https://github.com/leadforge-dev/leadforge) (MIT).
+Profiles: [HuggingFace](https://huggingface.co/shaypal5) · [Kaggle](https://www.kaggle.com/derelictpanda) · [GitHub](https://github.com/shaypalachy)
diff --git a/release/huggingface/README.md b/release/huggingface/README.md
index e10360e..cb92f72 100644
--- a/release/huggingface/README.md
+++ b/release/huggingface/README.md
@@ -1,8 +1,6 @@
 ---
 pretty_name: 'LeadForge: Synthetic B2B Lead Scoring (v1)'
 license: mit
-authors:
-  - shaypal5
 language:
   - en
 task_categories:
@@ -48,7 +46,8 @@ configs:
 # LeadForge: Synthetic B2B Lead Scoring Dataset (`leadforge-lead-scoring-v1`)
 
 A relational, reproducible, three-tier synthetic CRM dataset family for
-teaching lead scoring at scale. Generated by
+teaching lead scoring at scale. Created by
+[Shay Palachy Affek](https://www.shaypalachy.com/) and generated by
 [leadforge](https://github.com/leadforge-dev/leadforge), an
 open-source Python framework for synthetic CRM/funnel data. The
 framework version is decoupled from the dataset version: the package
@@ -365,3 +364,9 @@ PRs welcome.
 
 Verify integrity with `leadforge validate <bundle_dir>`; every file
 is hashed in `manifest.json`.
+
+## Credits
+
+Created by [Shay Palachy Affek](https://www.shaypalachy.com/).
+Dataset generated with [leadforge](https://github.com/leadforge-dev/leadforge) (MIT).
+Profiles: [HuggingFace](https://huggingface.co/shaypal5) · [Kaggle](https://www.kaggle.com/derelictpanda) · [GitHub](https://github.com/shaypalachy)