diff --git a/examples/Generate_Images_With_High_Input_Fidelity.ipynb b/examples/Generate_Images_With_High_Input_Fidelity.ipynb
index 97efad9def..fe4de9bdd0 100644
--- a/examples/Generate_Images_With_High_Input_Fidelity.ipynb
+++ b/examples/Generate_Images_With_High_Input_Fidelity.ipynb
@@ -102,7 +102,9 @@
     "Example use cases:\n",
     "- **Item edits:** Change isolated elements (e.g., swap a mug color) while leaving everything else untouched.\n",
     "- **Element removal:** Cleanly remove an isolated element without changing the rest of the picture.\n",
-    "- **Element addition:** Seamlessly insert new objects into a scene."
+    "- **Element addition:** Seamlessly insert new objects into a scene.\n",
+    "\n",
+    "Note that the example outputs below are resized and compressed, hence there is a slight difference in quality compared to the "
    ]
   },
   {
@@ -216,7 +218,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f18bee43",
+   "id": "91289afb",
    "metadata": {},
    "source": [
     "### Add item"
@@ -386,7 +388,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e9c4470b",
+   "id": "c374cc95",
    "metadata": {},
    "source": [
     "### Combine multiple pictures with faces"
@@ -395,7 +397,7 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "id": "88ba4c3d",
+   "id": "95f48352",
    "metadata": {},
    "outputs": [
     {
@@ -418,7 +420,7 @@
   {
    "cell_type": "code",
    "execution_count": 17,
-   "id": "4c5956ef",
+   "id": "ed37d47a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -451,7 +453,7 @@
   {
    "cell_type": "code",
    "execution_count": 54,
-   "id": "7a87cd2f",
+   "id": "5b67c0eb",
    "metadata": {},
    "outputs": [
     {
@@ -473,7 +475,7 @@
   {
    "cell_type": "code",
    "execution_count": 20,
-   "id": "ebe6bff4",
+   "id": "94a8a581",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -492,7 +494,7 @@
   {
    "cell_type": "code",
    "execution_count": 21,
-   "id": "1def00a1",
+   "id": "d655785c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -503,7 +505,7 @@
   {
    "cell_type": "code",
    "execution_count": 47,
-   "id": "45b5e2ac",
+   "id": "6998334f",
    "metadata": {},
    "outputs": [
     {
@@ -900,10 +902,10 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c98ebbd4",
+   "id": "f46824d2",
    "metadata": {},
    "source": [
-    "## Wrapping up"
+    "## Wrapping up"
    ]
   },
   {
@@ -911,7 +913,7 @@
    "id": "f946b293",
    "metadata": {},
    "source": [
-    "In this guide, we covered how to enable high input fidelity to better preserve important visual details from input images.\n",
+    "In this cookbook, we covered how to enable high input fidelity to better preserve important visual details from input images.\n",
     "\n",
     "Use the example use cases above as inspiration, and try the parameter with your own images to see where high input fidelity makes the biggest difference.\n",
     "\n",
diff --git a/registry.yaml b/registry.yaml
index 527d297300..7389c09c24 100644
--- a/registry.yaml
+++ b/registry.yaml
@@ -12,7 +12,6 @@
   tags:
     - evals-api
     - images
-    - evals
 
 - title: Optimize Prompts
   path: examples/Optimize_Prompts.ipynb
@@ -55,6 +54,20 @@
   tags:
     - fine-tuning
 
+- title: MCP-Powered Agentic Voice Framework
+  path: examples/partners/mcp_powered_voice_agents/mcp_powered_agents_cookbook.ipynb
+  date: 2025-06-17
+  authors:
+    - shikhar-cyber
+    - Cece Z
+    - Sibon li
+  tags:
+    - mcp
+    - voice
+    - agents-sdk
+    - functions
+    - tracing
+
 - title: Building a Supply-Chain Copilot with OpenAI Agent SDK and Databricks MCP Servers
   path: examples/mcp/databricks_mcp_cookbook.ipynb
   date: 2025-07-08