diff --git a/packages/fakeyou.com/src/components/common/Accordion/Accordion.tsx b/packages/fakeyou.com/src/components/common/Accordion/Accordion.tsx
index 4eceaeee37..0b37834dea 100644
--- a/packages/fakeyou.com/src/components/common/Accordion/Accordion.tsx
+++ b/packages/fakeyou.com/src/components/common/Accordion/Accordion.tsx
@@ -44,11 +44,12 @@ function AccordionItem({
   );
   const contentRef = useRef<HTMLDivElement>(null);
 
+  // Update content height when content changes
   useEffect(() => {
-    if (contentRef.current) {
-      setContentHeight(isOpen ? contentRef.current.scrollHeight : 0);
+    if (isOpen && contentRef.current) {
+      setContentHeight(contentRef.current.scrollHeight);
     }
-  }, [isOpen]);
+  }, [children, isOpen]); // Dependency on children and isOpen
 
   const heightProps = useSpring({
     height: isOpen ? `${contentHeight}px` : "0px",
@@ -89,24 +90,22 @@ function AccordionItem({
 }
 
 function Accordion({ children }: AccordionProps) {
-  const [openItems, setOpenItems] = useState<string[]>([]);
+  // Extract titles of items that should be initially open
+  const defaultOpenTitles = React.Children.toArray(children)
+    .filter((child: any) => child.props.defaultOpen)
+    .map((child: any) => child.props.title);
+
+  // Initialize openItems with the titles of items that should be open
+  const [openItems, setOpenItems] = useState<string[]>(defaultOpenTitles);
 
   const toggleItem = (title: string) => {
     if (openItems.includes(title)) {
-      setOpenItems(openItems.filter((item) => item !== title));
+      setOpenItems(openItems.filter(item => item !== title));
     } else {
       setOpenItems([...openItems, title]);
     }
   };
 
-  // Initialize openItems based on defaultOpen props of AccordionItem children
-  useEffect(() => {
-    const defaultOpenItems = React.Children.toArray(children)
-      .filter((child: any) => child.props.defaultOpen)
-      .map((child: any) => child.props.title);
-    setOpenItems(defaultOpenItems);
-  }, [children]);
-
   return (
     <AccordionContext.Provider value={{ openItems, toggleItem }}>
       <div className="d-flex flex-column gap-3">{children}</div>
diff --git a/packages/fakeyou.com/src/v2/view/pages/weights/WeightsPage.tsx b/packages/fakeyou.com/src/v2/view/pages/weights/WeightsPage.tsx
index a0115db042..42883c923e 100644
--- a/packages/fakeyou.com/src/v2/view/pages/weights/WeightsPage.tsx
+++ b/packages/fakeyou.com/src/v2/view/pages/weights/WeightsPage.tsx
@@ -34,6 +34,7 @@ import LikeButton from "components/common/LikeButton";
 import NonRouteTabs from "components/common/Tabs/NonRouteTabs";
 import { SessionVoiceConversionResultsList } from "v2/view/_common/SessionVoiceConversionResultsList";
 import SplitPanel from "components/common/SplitPanel";
+import VdInferencePanel from "./inference_panels/VdInferencePanel";
 // import PitchEstimateMethodComponent from "../vc/vc_model_list/components/PitchEstimateMethodComponent";
 // import PitchShiftComponent from "../vc/vc_model_list/components/PitchShiftComponent";
 // import { SessionVoiceConversionResultsList } from "v2/view/_common/SessionVoiceConversionResultsList";
@@ -73,8 +74,8 @@ export default function WeightsPage({
       title: "Harry Potter (Daniel Radcliffe)",
       created_at: new Date(),
       updated_at: new Date(),
-      weight_type: WeightType.TT2,
-      weight_category: WeightCategory.VC,
+      weight_type: WeightType.VALL_E,
+      weight_category: WeightCategory.ZS,
       maybe_creator_user: {
         user_token: "test",
         username: "test",
@@ -112,7 +113,7 @@ export default function WeightsPage({
           <Panel padding={true}>
             <form className="mb-4">
               <div className="d-flex flex-column gap-3">
-                <h4 className="fw-semibold">Use Voice</h4>
+                <h4 className="fw-semibold">Generate TTS</h4>
                 <TextArea
                   placeholder="Enter the text you want your character to say here..."
                   // value={textBuffer}
@@ -330,7 +331,7 @@ export default function WeightsPage({
         return (
           <SplitPanel>
             <SplitPanel.Header padding={true}>
-              <h4 className="fw-semibold mb-0">Use Voice</h4>
+              <h4 className="fw-semibold mb-0">Generate Voice Conversion</h4>
             </SplitPanel.Header>
 
             <SplitPanel.Body>
@@ -343,7 +344,7 @@ export default function WeightsPage({
             </SplitPanel.Body>
             <SplitPanel.Footer padding={true}>
               <Accordion>
-                <Accordion.Item title="Session VC Results" defaultOpen={false}>
+                <Accordion.Item title="Session V2V Results" defaultOpen={false}>
                   <SessionVoiceConversionResultsList
                     inferenceJobs={
                       inferenceJobsByCategory.get(
@@ -360,54 +361,19 @@ export default function WeightsPage({
 
       case WeightCategory.ZS:
         return (
-          //Since zero-shot has only tts for now, we can use the same thing as TTS
-          <Panel padding={true}>
-            <form className="mb-4">
-              <div className="d-flex flex-column gap-3">
-                <h4 className="fw-semibold">Use Voice</h4>
-                <TextArea
-                  placeholder="Enter the text you want your character to say here..."
-                  // value={textBuffer}
-                  // onChange={handleChangeText}
-                  rows={6}
-                />
-              </div>
-
-              <div className="d-flex gap-2 justify-content-end mt-3">
-                <Button
-                  icon={faDeleteLeft}
-                  label="Clear"
-                  variant="danger"
-                  // onClick={handleClearText}
-                />
-                <Button
-                  icon={faVolumeUp}
-                  label="Speak"
-                  // onClick={handleEnqueueTts}
-                  // isLoading={isEnqueuing}
-                />
-              </div>
-            </form>
-
-            <Accordion>
-              <Accordion.Item title="Session TTS Results" defaultOpen={false}>
-                <div>
-                  <SessionVoiceDesignerInferenceResultsList
-                    inferenceJobs={
-                      inferenceJobsByCategory.get(
-                        FrontendInferenceJobType.VoiceDesignerTts
-                      )!
-                    }
-                    ttsInferenceJobs={ttsInferenceJobs}
-                    sessionSubscriptionsWrapper={sessionSubscriptionsWrapper}
-                  />
-                </div>
-              </Accordion.Item>
-            </Accordion>
-          </Panel>
+          <div className="d-flex flex-column gap-3">
+            <VdInferencePanel
+              inferenceJobs={inferenceJobs}
+              sessionSubscriptionsWrapper={sessionSubscriptionsWrapper}
+              enqueueInferenceJob={enqueueInferenceJob}
+              inferenceJobsByCategory={inferenceJobsByCategory}
+              ttsInferenceJobs={ttsInferenceJobs}
+              voiceToken={weight.weight_token}
+            />
+          </div>
         );
       default:
-        return "No weight component found";
+        return null;
     }
   }
 
@@ -526,7 +492,7 @@ export default function WeightsPage({
     weightCategory: "",
   };
 
-  const ttsDetails = [
+  const voiceDetails = [
     { property: "Type", value: weightType },
     { property: "Category", value: weightCategory },
     {
@@ -537,32 +503,30 @@ export default function WeightsPage({
     { property: "Updated at", value: weight.updated_at.toString() },
   ];
 
-  const vcDetails = [
-    { property: "Type", value: weight.weight_type },
-    { property: "Created at", value: weight.created_at.toString() },
-    {
-      property: "Visibility",
-      value: weight.creator_set_visibility.toString(),
-    },
-  ];
-
   const imageDetails = [
-    { property: "Type", value: weight.weight_type },
-    { property: "Created at", value: weight.created_at.toString() },
+    { property: "Type", value: weightType },
+    { property: "Category", value: weightCategory },
     {
       property: "Visibility",
       value: weight.creator_set_visibility.toString(),
     },
+    { property: "Created at", value: weight.created_at.toString() },
+    { property: "Updated at", value: weight.updated_at.toString() },
+
+    //more to add for image/stable diffusion details
   ];
 
   let weightDetails = undefined;
 
   switch (weight.weight_category) {
     case WeightCategory.TTS:
-      weightDetails = <DataTable data={ttsDetails} />;
+      weightDetails = <DataTable data={voiceDetails} />;
       break;
     case WeightCategory.VC:
-      weightDetails = <DataTable data={vcDetails} />;
+      weightDetails = <DataTable data={voiceDetails} />;
+      break;
+    case WeightCategory.ZS:
+      weightDetails = <DataTable data={voiceDetails} />;
       break;
     case WeightCategory.SD:
       weightDetails = <DataTable data={imageDetails} />;
@@ -572,6 +536,7 @@ export default function WeightsPage({
 
   let modMediaDetails = undefined;
 
+  //dummy content
   const modDetails = [
     { property: "Model creator is banned", value: "good standing" },
     {
@@ -634,7 +599,7 @@ export default function WeightsPage({
                 <div>
                   <Badge label={weightType} color={weightTagColor} />
                 </div>
-                <p>Text to Speech</p>
+                <p>{weightCategory}</p>
               </div>
             </div>
           }
@@ -644,10 +609,12 @@ export default function WeightsPage({
           <div className="col-12 col-xl-8 d-flex flex-column gap-3">
             <div className="media-wrapper">{renderWeightComponent(weight)}</div>
 
-            <Panel padding={true}>
-              <h4 className="fw-semibold mb-3">Description</h4>
-              <p>{weight.description_markdown}</p>
-            </Panel>
+            {weight.description_markdown !== "" && (
+              <Panel padding={true}>
+                <h4 className="fw-semibold mb-3">Description</h4>
+                <p>{weight.description_markdown}</p>
+              </Panel>
+            )}
 
             <div className="panel p-3 py-4 p-md-4 d-none d-xl-block">
               <h4 className="fw-semibold mb-3">Comments</h4>
diff --git a/packages/fakeyou.com/src/v2/view/pages/weights/inference_panels/VdInferencePanel.tsx b/packages/fakeyou.com/src/v2/view/pages/weights/inference_panels/VdInferencePanel.tsx
new file mode 100644
index 0000000000..62cc464aca
--- /dev/null
+++ b/packages/fakeyou.com/src/v2/view/pages/weights/inference_panels/VdInferencePanel.tsx
@@ -0,0 +1,127 @@
+import React, { useState } from "react";
+import { faDeleteLeft } from "@fortawesome/pro-solid-svg-icons";
+import Panel from "components/common/Panel/Panel";
+import { SessionSubscriptionsWrapper } from "@storyteller/components/src/session/SessionSubscriptionsWrapper";
+import TextArea from "components/common/TextArea";
+import { Button } from "components/common";
+import {
+  FrontendInferenceJobType,
+  InferenceJob,
+} from "@storyteller/components/src/jobs/InferenceJob";
+import { TtsInferenceJob } from "@storyteller/components/src/jobs/TtsInferenceJobs";
+import { faVolumeUp } from "@fortawesome/free-solid-svg-icons";
+import useVoiceRequests from "../../voice_designer/useVoiceRequests";
+import { v4 as uuidv4 } from "uuid";
+import Accordion from "components/common/Accordion";
+import { SessionVoiceDesignerInferenceResultsList } from "v2/view/_common/SessionVoiceDesignerInferenceResultsList";
+
+interface VdInferencePanelProps {
+  sessionSubscriptionsWrapper: SessionSubscriptionsWrapper;
+  inferenceJobs: Array<InferenceJob>;
+  ttsInferenceJobs: Array<TtsInferenceJob>;
+  enqueueInferenceJob: (
+    jobToken: string,
+    frontendInferenceJobType: FrontendInferenceJobType
+  ) => void;
+  inferenceJobsByCategory: Map<FrontendInferenceJobType, Array<InferenceJob>>;
+  voiceToken: string;
+}
+
+export default function VdInferencePanel({
+  inferenceJobs,
+  sessionSubscriptionsWrapper,
+  ttsInferenceJobs,
+  enqueueInferenceJob,
+  inferenceJobsByCategory,
+  voiceToken,
+}: VdInferencePanelProps) {
+  const [textBuffer, setTextBuffer] = useState("");
+  const { inference } = useVoiceRequests({});
+  const [isEnqueuing, setIsEnqueuing] = useState(false);
+
+  const handleEnqueueTts = () => {
+    setIsEnqueuing(true);
+    inference
+      .enqueue("", {
+        uuid_idempotency_token: uuidv4(),
+        text: textBuffer,
+        voice_token: voiceToken,
+      })
+      .then((res: any) => {
+        if (res && res.success) {
+          enqueueInferenceJob(
+            res.inference_job_token,
+            FrontendInferenceJobType.VoiceDesignerTts
+          );
+        }
+      })
+      .catch(error => {
+        console.error("Error enqueuing TTS:", error);
+      })
+      .finally(() => {
+        setIsEnqueuing(false);
+      });
+  };
+
+  const handleChangeText = (ev: React.FormEvent<HTMLTextAreaElement>) => {
+    const textValue = (ev.target as HTMLTextAreaElement).value;
+    setTextBuffer(textValue);
+  };
+
+  const handleClearText = () => {
+    setTextBuffer("");
+  };
+
+  return (
+    <Panel padding={true}>
+      <form>
+        <div className="d-flex flex-column gap-3">
+          <h4 className="fw-semibold">Generate TTS</h4>
+          <TextArea
+            placeholder="Enter the text you want your character to say here..."
+            value={textBuffer}
+            onChange={handleChangeText}
+            rows={6}
+          />
+        </div>
+
+        <div className="d-flex gap-2 justify-content-end mt-3">
+          <Button
+            icon={faDeleteLeft}
+            label="Clear"
+            variant="danger"
+            onClick={handleClearText}
+            disabled={textBuffer.length === 0}
+          />
+          <Button
+            icon={faVolumeUp}
+            label="Speak"
+            onClick={handleEnqueueTts}
+            isLoading={isEnqueuing}
+            disabled={textBuffer.length === 0}
+          />
+        </div>
+      </form>
+
+      {inferenceJobs[0] && (
+        <div className="mt-4">
+          <Accordion>
+            <Accordion.Item title="Session TTS Results" defaultOpen={true}>
+              <div className="p-3">
+                <SessionVoiceDesignerInferenceResultsList
+                  inferenceJobs={
+                    inferenceJobsByCategory.get(
+                      FrontendInferenceJobType.VoiceDesignerTts
+                    )!
+                  }
+                  ttsInferenceJobs={ttsInferenceJobs}
+                  sessionSubscriptionsWrapper={sessionSubscriptionsWrapper}
+                />
+              </div>
+            </Accordion.Item>
+          </Accordion>
+        </div>
+      )}
+    </Panel>
+  );
+}