Update changelog for v3.6.2 release (#1455)

* Update changelog for v3.6.2 release * updated date on changelog * remove empty lines --------- Co-authored-by: Matea Pesic <80577904+matea16@users.noreply.github.com>

Author: mattkjames7

pages/release-notes.mdx

@@ -42,6 +42,43 @@ troubleshoot in production.
 
 ## 🚀 Latest release
 
+### Memgraph v3.6.2 - November 4th, 2025
+
+- Version bump to v3.6.2 to match the latest MAGE version.
+
+### MAGE v3.6.2 - November 4th, 2025
+
+{<h4 className="custom-header">⚠️ Breaking changes</h4>}
+
+- Renamed `compute()` function to `node_sentence()` and simplified input 
+ arguments such that it now accepts a configuration `Map` to define parameters 
+ such as `device` and `batch_size`. 
+ [#686](https://github.com/memgraph/mage/pull/686)
+
+{<h4 className="custom-header">✨ New features</h4>}
+
+- Added `text()` function to embed lists of strings directly. 
+ [#686](https://github.com/memgraph/mage/pull/686)
+- Added `model_info()` function to return a `Map` of information about the model 
+ being used. [#686](https://github.com/memgraph/mage/pull/686)
+
+{<h4 className="custom-header">🛠️ Improvements</h4>}
+
+- Added configuration option `return_embeddings` to `node_sentence()` so that a 
+ list of embeddings are returned. `node_sentence()` now returns `dimension` - 
+ the length of the output of the embedding model. 
+ [#686](https://github.com/memgraph/mage/pull/686)
+- Fixed default `device` such that CPU-only containers fallback to CPU compute 
+ without having to specify that `device="cpu"`.
+ [#686](https://github.com/memgraph/mage/pull/686)
+
+### Lab v3.6.1 - October 17th, 2025
+
+<LabReleasesClient version="3.6.1" />
+
+
+## Previous releases
+
 ### Memgraph v3.6.1 - October 16th, 2025
 
 {<h4 className="custom-header">⚠️ Breaking changes</h4>}
@@ -76,13 +113,6 @@ troubleshoot in production.
  vertices on CPU or Nvidia GPU. 
  [#662](https://github.com/memgraph/mage/pull/662).
 
-### Lab v3.6.1 - October 17th, 2025
-
-<LabReleasesClient version="3.6.1" />
-
-
-## Previous releases
-
 ### Memgraph v3.6.0 - October 8th, 2025
 
 {<h4 className="custom-header">⚠️ Breaking changes</h4>}