feat(routes): update routes to handle new llm types

src/app/api/images/route.ts

@@ -1,7 +1,6 @@
 import searchImages from '@/lib/agents/media/image';
 import ModelRegistry from '@/lib/models/registry';
 import { ModelWithProvider } from '@/lib/models/types';
-import { AIMessage, BaseMessage, HumanMessage } from '@langchain/core/messages';
 
 interface ImageSearchBody {
   query: string;
@@ -20,19 +19,9 @@ export const POST = async (req: Request) => {
       body.chatModel.key,
     );
 
-    const chatHistory = body.chatHistory
-      .map((msg: any) => {
-        if (msg.role === 'user') {
-          return new HumanMessage(msg.content);
-        } else if (msg.role === 'assistant') {
-          return new AIMessage(msg.content);
-        }
-      })
-      .filter((msg) => msg !== undefined) as BaseMessage[];
-
     const images = await searchImages(
       {
-        chatHistory: chatHistory,
+        chatHistory: body.chatHistory,
         query: body.query,
       },
       llm,

src/app/api/search/route.ts

@@ -1,8 +1,8 @@
-import { AIMessage, BaseMessage, HumanMessage } from '@langchain/core/messages';
-import { MetaSearchAgentType } from '@/lib/search/metaSearchAgent';
-import { searchHandlers } from '@/lib/search';
 import ModelRegistry from '@/lib/models/registry';
 import { ModelWithProvider } from '@/lib/models/types';
+import SessionManager from '@/lib/session';
+import SearchAgent from '@/lib/agents/search';
+import { ChatTurnMessage } from '@/lib/types';
 
 interface ChatRequestBody {
   optimizationMode: 'speed' | 'balanced';
@@ -40,27 +40,26 @@ export const POST = async (req: Request) => {
       ),
     ]);
 
-    const history: BaseMessage[] = body.history.map((msg) => {
+    const history: ChatTurnMessage[] = body.history.map((msg) => {
       return msg[0] === 'human'
-        ? new HumanMessage({ content: msg[1] })
+        ? { role: 'user', content: msg[1] }
-        : new AIMessage({ content: msg[1] });
+        : { role: 'assistant', content: msg[1] };
     });
 
-    const searchHandler: MetaSearchAgentType = searchHandlers[body.focusMode];
+    const session = SessionManager.createSession();
 
-    if (!searchHandler) {
+    const agent = new SearchAgent();
-      return Response.json({ message: 'Invalid focus mode' }, { status: 400 });
-    }
 
-    const emitter = await searchHandler.searchAndAnswer(
+    agent.searchAsync(session, {
-      body.query,
+      chatHistory: history,
-      history,
+      config: {
-      llm,
+        embedding: embeddings,
-      embeddings,
+        llm: llm,
-      body.optimizationMode,
+        sources: ['web', 'discussions', 'academic'],
-      [],
+        mode: 'balanced',
-      body.systemInstructions || '',
+      },
-    );
+      followUp: body.query,
+    });
 
     if (!body.stream) {
       return new Promise(
@@ -71,7 +70,7 @@ export const POST = async (req: Request) => {
           let message = '';
           let sources: any[] = [];
 
-          emitter.on('data', (data: string) => {
+          session.addListener('data', (data: string) => {
             try {
               const parsedData = JSON.parse(data);
               if (parsedData.type === 'response') {
@@ -89,11 +88,11 @@ export const POST = async (req: Request) => {
             }
           });
 
-          emitter.on('end', () => {
+          session.addListener('end', () => {
             resolve(Response.json({ message, sources }, { status: 200 }));
           });
 
-          emitter.on('error', (error: any) => {
+          session.addListener('error', (error: any) => {
             reject(
               Response.json(
                 { message: 'Search error', error },
@@ -124,14 +123,14 @@ export const POST = async (req: Request) => {
         );
 
         signal.addEventListener('abort', () => {
-          emitter.removeAllListeners();
+          session.removeAllListeners();
 
           try {
             controller.close();
-          } catch (error) { }
+          } catch (error) {}
         });
 
-        emitter.on('data', (data: string) => {
+        session.addListener('data', (data: string) => {
           if (signal.aborted) return;
 
           try {
@@ -162,7 +161,7 @@ export const POST = async (req: Request) => {
           }
         });
 
-        emitter.on('end', () => {
+        session.addListener('end', () => {
           if (signal.aborted) return;
 
           controller.enqueue(
@@ -175,7 +174,7 @@ export const POST = async (req: Request) => {
           controller.close();
         });
 
-        emitter.on('error', (error: any) => {
+        session.addListener('error', (error: any) => {
           if (signal.aborted) return;
 
           controller.error(error);

src/app/api/uploads/route.ts

@@ -7,6 +7,7 @@ import { DocxLoader } from '@langchain/community/document_loaders/fs/docx';
 import { RecursiveCharacterTextSplitter } from '@langchain/textsplitters';
 import { Document } from '@langchain/core/documents';
 import ModelRegistry from '@/lib/models/registry';
+import { Chunk } from '@/lib/types';
 
 interface FileRes {
   fileName: string;
@@ -87,9 +88,17 @@ export async function POST(req: Request) {
           }),
         );
 
-        const embeddings = await model.embedDocuments(
+        const chunks: Chunk[] = splitted.map((doc) => {
-          splitted.map((doc) => doc.pageContent),
+          return {
+            content: doc.pageContent,
+            metadata: doc.metadata,
+          }
+        });
+
+        const embeddings = await model.embedChunks(
+          chunks
         );
+        
         const embeddingsDataPath = filePath.replace(
           /\.\w+$/,
           '-embeddings.json',

src/app/api/videos/route.ts

@@ -1,7 +1,6 @@
 import handleVideoSearch from '@/lib/agents/media/video';
 import ModelRegistry from '@/lib/models/registry';
 import { ModelWithProvider } from '@/lib/models/types';
-import { AIMessage, BaseMessage, HumanMessage } from '@langchain/core/messages';
 
 interface VideoSearchBody {
   query: string;
@@ -20,19 +19,9 @@ export const POST = async (req: Request) => {
       body.chatModel.key,
     );
 
-    const chatHistory = body.chatHistory
-      .map((msg: any) => {
-        if (msg.role === 'user') {
-          return new HumanMessage(msg.content);
-        } else if (msg.role === 'assistant') {
-          return new AIMessage(msg.content);
-        }
-      })
-      .filter((msg) => msg !== undefined) as BaseMessage[];
-
     const videos = await handleVideoSearch(
       {
-        chatHistory: chatHistory,
+        chatHistory: body.chatHistory,
         query: body.query,
       },
       llm,