diff --git a/apps/roam/src/components/DiscourseContextOverlay.tsx b/apps/roam/src/components/DiscourseContextOverlay.tsx
index a9b9284e5..eb34ff73f 100644
--- a/apps/roam/src/components/DiscourseContextOverlay.tsx
+++ b/apps/roam/src/components/DiscourseContextOverlay.tsx
@@ -5,6 +5,7 @@ import {
   Position,
   Tooltip,
   ControlGroup,
+  Spinner,
 } from "@blueprintjs/core";
 import React, { useCallback, useEffect, useMemo, useState } from "react";
 import ReactDOM from "react-dom";
@@ -27,6 +28,7 @@ import getAllPageNames from "roamjs-components/queries/getAllPageNames";
 import { Result } from "roamjs-components/types/query-builder";
 import createBlock from "roamjs-components/writes/createBlock";
 import { getBlockUidFromTarget } from "roamjs-components/dom";
+import { SuggestedNode, RelationDetails } from "~/utils/hyde";
 
 type DiscourseData = {
   results: Awaited<ReturnType<typeof getDiscourseContextResults>>;
@@ -102,9 +104,14 @@ const DiscourseContextOverlay = ({
   const [results, setResults] = useState<DiscourseData["results"]>([]);
   const [refs, setRefs] = useState(0);
   const [score, setScore] = useState<number | string>(0);
+  const [isSearchingHyde, setIsSearchingHyde] = useState(false);
+  const [hydeFilteredNodes, setHydeFilteredNodes] = useState<SuggestedNode[]>(
+    [],
+  );
 
   const discourseNode = useMemo(() => findDiscourseNode(tagUid), [tagUid]);
   const relations = useMemo(() => getDiscourseRelations(), []);
+  const allNodes = useMemo(() => getDiscourseNodes(), []);
 
   const getInfo = useCallback(
     () =>
@@ -138,13 +145,58 @@ const DiscourseContextOverlay = ({
     getInfo();
   }, [refresh, getInfo]);
 
-  // Suggestive Mode
-  const validTypes = useMemo(() => {
+  const validRelations = useMemo(() => {
     if (!discourseNode) return [];
     const selfType = discourseNode.type;
-    const validRelations = relations.filter((relation) =>
-      [relation.source, relation.destination].includes(selfType),
+
+    return relations.filter(
+      (relation) =>
+        relation.source === selfType || relation.destination === selfType,
     );
+  }, [relations, discourseNode]);
+
+  const uniqueRelationTypeTriplets = useMemo(() => {
+    if (!discourseNode) return [];
+    const relatedNodeType = discourseNode.type;
+
+    return validRelations.flatMap((relation) => {
+      const isSelfSource = relation.source === relatedNodeType;
+      const isSelfDestination = relation.destination === relatedNodeType;
+
+      let targetNodeType: string;
+      let currentRelationLabel: string;
+
+      if (isSelfSource) {
+        targetNodeType = relation.destination;
+        currentRelationLabel = relation.label;
+      } else if (isSelfDestination) {
+        targetNodeType = relation.source;
+        currentRelationLabel = relation.complement;
+      } else {
+        return [];
+      }
+
+      const identifiedTargetNode = allNodes.find(
+        (node) => node.type === targetNodeType,
+      );
+
+      if (!identifiedTargetNode) {
+        return [];
+      }
+
+      const mappedItem: RelationDetails = {
+        relationLabel: currentRelationLabel,
+        relatedNodeText: identifiedTargetNode.text,
+        relatedNodeFormat: identifiedTargetNode.format,
+      };
+      return [mappedItem];
+    });
+  }, [validRelations, discourseNode, allNodes]);
+
+  const validTypes = useMemo(() => {
+    if (!discourseNode) return [];
+    const selfType = discourseNode.type;
+
     const hasSelfRelation = validRelations.some(
       (relation) =>
         relation.source === selfType && relation.destination === selfType,
@@ -158,9 +210,8 @@ const DiscourseContextOverlay = ({
       ),
     );
     return hasSelfRelation ? types : types.filter((type) => type !== selfType);
-  }, [discourseNode, relations]);
+  }, [discourseNode, validRelations]);
 
-  const [suggestedNodes, setSuggestedNodes] = useState<Result[]>([]);
   const [currentPageInput, setCurrentPageInput] = useState("");
   const [selectedPage, setSelectedPage] = useState<string | null>(null);
   const allPages = useMemo(() => getAllPageNames(), []);
@@ -170,7 +221,7 @@ const DiscourseContextOverlay = ({
 
   useEffect(() => {
     if (!selectedPage) {
-      setSuggestedNodes([]);
+      setHydeFilteredNodes([]);
       return;
     }
     const nodesOnPage = getAllReferencesOnPage(selectedPage);
@@ -178,25 +229,82 @@ const DiscourseContextOverlay = ({
       .map((n) => {
         const node = findDiscourseNode(n.uid);
         if (!node || node.backedBy === "default") return null;
+        if (!validTypes.includes(node.type)) return null;
         return {
           uid: n.uid,
           text: n.text,
           type: node.type,
         };
       })
-      .filter((node) => node !== null)
-      .filter((node) => validTypes.includes(node.type))
-      .filter((node) => !results.some((r) => Object.values(r.results).some((result) => result.uid === node.uid)));
+      .filter((node): node is SuggestedNode => node !== null)
+      .filter(
+        (node) =>
+          !results.some((r) =>
+            Object.values(r.results).some((result) => result.uid === node.uid),
+          ),
+      );
 
-    setSuggestedNodes(nodes);
-  }, [selectedPage, discourseNode, relations]);
+    if (nodes.length > 0 && uniqueRelationTypeTriplets.length > 0) {
+      const performSearch = async () => {
+        setIsSearchingHyde(true);
+        setHydeFilteredNodes([]);
+        try {
+          const candidateNodesForHyde = nodes.map((node) => ({
+            uid: node.uid,
+            text: node.text,
+            type: node.type,
+          }));
+
+          // TODO: Remove this once the HyDE search is working
+          const foundNodes: SuggestedNode[] =
+            await tempFindSimilarNodesUsingHyde({
+              candidateNodes: candidateNodesForHyde,
+              currentNodeText: tag,
+              relationDetails: uniqueRelationTypeTriplets,
+            });
+
+          // TODO: Uncomment this once the HyDE search is working
+          // const foundNodes: SuggestedNode[] = await findSimilarNodesUsingHyde({
+          //   candidateNodes: candidateNodesForHyde,
+          //   currentNodeText: tag,
+          //   relationDetails: uniqueRelationTypeTriplets,
+          // });
+
+          setHydeFilteredNodes(foundNodes);
+        } catch (error) {
+          console.error(
+            "Error during HyDE search operation in useEffect:",
+            error,
+          );
+          setHydeFilteredNodes([]);
+        } finally {
+          setIsSearchingHyde(false);
+        }
+      };
+      performSearch();
+    }
+  }, [selectedPage, results, validTypes, tag, uniqueRelationTypeTriplets]);
+
+  // TODO: Remove this once the HyDE search is working
+  const tempFindSimilarNodesUsingHyde = async ({
+    candidateNodes,
+    currentNodeText,
+    relationDetails,
+  }: {
+    candidateNodes: SuggestedNode[];
+    currentNodeText: string;
+    relationDetails: RelationDetails[];
+  }): Promise<SuggestedNode[]> => {
+    console.log("running stub for hyde search", candidateNodes);
+    return candidateNodes;
+  };
 
-  const handleCreateBlock = async (node: { uid: string; text: string }) => {
+  const handleCreateBlock = async (node: SuggestedNode) => {
     await createBlock({
       parentUid: blockUid,
       node: { text: `[[${node.text}]]` },
     });
-    setSuggestedNodes(suggestedNodes.filter((n) => n.uid !== node.uid));
+    setHydeFilteredNodes(hydeFilteredNodes.filter((n) => n.uid !== node.uid));
   };
 
   return (
@@ -246,21 +354,25 @@ const DiscourseContextOverlay = ({
                 <h3 className="mb-2 text-base font-semibold">
                   Suggested Relationships
                 </h3>
+                {isSearchingHyde && (
+                  <Spinner size={Spinner.SIZE_SMALL} className="mb-2" />
+                )}
                 <ul className="space-y-2">
-                  {suggestedNodes.length > 0 ? (
-                    suggestedNodes.map((node) => (
-                      <li key={node.uid} className="">
-                        <span>{node.text}</span>
-                        <Button
-                          minimal
-                          icon="add"
-                          onClick={() => handleCreateBlock(node)}
-                          className="ml-2"
-                        />
-                      </li>
-                    ))
-                  ) : (
-                    <li>No relations found</li>
+                  {!isSearchingHyde && hydeFilteredNodes.length > 0
+                    ? hydeFilteredNodes.map((node) => (
+                        <li key={node.uid} className="">
+                          <span>{node.text}</span>
+                          <Button
+                            minimal
+                            icon="add"
+                            onClick={() => handleCreateBlock(node)}
+                            className="ml-2"
+                          />
+                        </li>
+                      ))
+                    : null}
+                  {!isSearchingHyde && hydeFilteredNodes.length === 0 && (
+                    <li>No relevant relations found.</li>
                   )}
                 </ul>
               </div>
diff --git a/apps/roam/src/utils/hyde.ts b/apps/roam/src/utils/hyde.ts
index 1e24635e9..babfb4e6f 100644
--- a/apps/roam/src/utils/hyde.ts
+++ b/apps/roam/src/utils/hyde.ts
@@ -17,7 +17,6 @@ export type EmbeddingVectorType = number[];
 
 export type CandidateNodeWithEmbedding = Result & {
   type: string;
-  embedding: EmbeddingVectorType;
 };
 
 export type SuggestedNode = Result & {
@@ -308,9 +307,7 @@ const rankNodes = ({
   maxScores.forEach((score, uid) => {
     const fullNode = nodeMap.get(uid);
     if (fullNode) {
-      const { embedding, ...restOfNode } = fullNode;
-      const suggestedNodeObject: SuggestedNode = restOfNode;
-      combinedResults.push({ node: suggestedNodeObject, score });
+      combinedResults.push({ node: fullNode, score });
     }
   });