diff --git a/README.md b/README.md
index 5ce2ea3630f..2d0151327cc 100644
--- a/README.md
+++ b/README.md
@@ -38,7 +38,7 @@ To file a docs issue for a specific software component, use its repo issue track
| [SparseZoo](https://docs.neuralmagic.com/sparsezoo/) | [Repo](https://github.com/neuralmagic/sparsezoo/) | [Queue](https://github.com/neuralmagic/sparsezoo/issues/) | [Index](https://github.com/neuralmagic/sparsezoo/releases/) | Apache 2.0 |
| [DeepSparse Engine](https://docs.neuralmagic.com/deepsparse/) | [Repo](https://github.com/neuralmagic/deepsparse/) | [Queue](https://github.com/neuralmagic/deepsparse/issues/) | [Index](https://github.com/neuralmagic/deepsparse/releases/) | Neural Magic Engine |
-We also have a **Deep Sparse Community** [Discourse Forum](https://https://discuss.neuralmagic.com/) and [Slack](https://discuss-neuralmagic.slack.com/).
+We also have a **Deep Sparse Community** [Discourse Forum](https://https://discuss.neuralmagic.com/) and [Slack](https://join.slack.com/t/discuss-neuralmagic/shared_invite/zt-q1a1cnvo-YBoICSIw3L1dmQpjBeDurQ).
We are growing the community member by member and happy to see you there; simply sign up and log in!
To contribute to Neural Magic documentation, please:
diff --git a/docs/index.rst b/docs/index.rst
index ac87abf20a0..223a2341bb5 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -53,7 +53,7 @@ To file a docs issue for a specific software component, use its repo issue track
| `DeepSparse Engine `_ | `Repo `_ | `Queue `_ | `Index `_ | Neural Magic Engine |
+-------------------------------------------------------------------+--------------------------------------------------------+----------------------------------------------------------------+------------------------------------------------------------------+---------------------+
-We also have a Deep Sparse Community `SparseML Forum `_ and `Slack `_. We are growing the community member by member and happy to see you there.
+We also have a Deep Sparse Community `Discourse Forum `_ and `Slack `_. We are growing the community member by member and happy to see you there.
To contribute to Neural Magic documentation, please:
@@ -85,6 +85,6 @@ To learn more about Neural Magic, `check our website
Support, General Q&A Forums
- Deep Sparse Slack Community
+ Deep Sparse Community
Neural Magic Docs