diff --git a/docs/specifications/edges-buffers-buckets.md b/docs/specifications/edges-buffers-buckets.md
index ac87013bde..a90ed08857 100644
--- a/docs/specifications/edges-buffers-buckets.md
+++ b/docs/specifications/edges-buffers-buckets.md
@@ -1,7 +1,5 @@
 # Edges, Buffers and Buckets
 
-![Proposal](../assets/proposal.svg)
-
 > This document describes the concepts of `Edge`, `Buffer` and `Bucket` in a pipeline.
 
 ## Edges
diff --git a/docs/user-guide/reference/multi-partition.md b/docs/user-guide/reference/multi-partition.md
new file mode 100644
index 0000000000..98436bb36d
--- /dev/null
+++ b/docs/user-guide/reference/multi-partition.md
@@ -0,0 +1,22 @@
+# Multi-partitioned Edges
+
+To achieve higher throughput(> 10K but < 25K), users can create multi-partitioned edges.
+Multi-partitioned edges are only supported for pipelines with JetStream as ISB. Please ensure
+that the JetStream is provisioned with more nodes to support higher throughput.
+
+Since partitions are owned by the vertex that reads from it, to create a multi-partitioned edge
+we need to configure the vertex that reads from it to have multiple partitions.
+
+Below is the example snippet to configure a vertex (`cat` vertex) to have multiple partitions,
+this means vertex reading from `cat` can read at high TPS.
+
+```yaml
+    - name: cat
+      partitions: 3
+      udf:
+        builtin:
+          name: cat # A built-in UDF which simply cats the message
+```
+
+
+
diff --git a/examples/9-multi-partition-pipeline.yaml b/examples/9-multi-partition-pipeline.yaml
new file mode 100644
index 0000000000..fcb6b65900
--- /dev/null
+++ b/examples/9-multi-partition-pipeline.yaml
@@ -0,0 +1,29 @@
+apiVersion: numaflow.numaproj.io/v1alpha1
+kind: Pipeline
+metadata:
+  name: simple-mp-pipeline
+spec:
+  vertices:
+    - name: in
+      source:
+        # A self data generating source
+        generator:
+          rpu: 100
+          duration: 1s
+          keyCount: 5
+          value: 5
+    - name: cat
+      partitions: 3
+      udf:
+        builtin:
+          name: cat # A built-in UDF which simply cats the message
+    - name: out
+      partitions: 3
+      sink:
+        # A simple log printing sink
+        log: {}
+  edges:
+    - from: in
+      to: cat
+    - from: cat
+      to: out