diff --git a/Api/doc_test.pdf b/Api/doc_test.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..a2e39a22f72bf55137b406000229727fb8904cde
Binary files /dev/null and b/Api/doc_test.pdf differ
diff --git a/Api/requirements.txt b/Api/requirements.txt
index e719b8802a6bc61c05130a7c2e675d4fd462ea89..c4054958fce1d6c2f6d6b6c95a382c04f9cf017d 100644
--- a/Api/requirements.txt
+++ b/Api/requirements.txt
@@ -1,4 +1,7 @@
-fastapi 
+fastapi
+transformers
+sentence-transformers
 uvicorn 
-PyPDF2
-python-multipart
\ No newline at end of file
+pdfplumber
+python-multipart
+numpy
\ No newline at end of file
diff --git a/Api/src/__pycache__/main.cpython-310.pyc b/Api/src/__pycache__/main.cpython-310.pyc
index 17889fd7d427e91ecaa5f4d95ce71672b4c8d68c..f16d6effd0ab182a79ea4362cbca1cf78ce3cc94 100644
Binary files a/Api/src/__pycache__/main.cpython-310.pyc and b/Api/src/__pycache__/main.cpython-310.pyc differ
diff --git a/Api/src/db_local_storage/__pycache__/documents_db.cpython-310.pyc b/Api/src/db_local_storage/__pycache__/documents_db.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..3dc35a18dcc934f655607bd493c8ba415cdbaca7
Binary files /dev/null and b/Api/src/db_local_storage/__pycache__/documents_db.cpython-310.pyc differ
diff --git a/Api/src/db_local_storage/__pycache__/files_db.cpython-310.pyc b/Api/src/db_local_storage/__pycache__/files_db.cpython-310.pyc
index 892aad74f8c39e39e1291e92de2e822fb7bbc657..b9a40784f257ccba5679a98aa6744d77c970c8cd 100644
Binary files a/Api/src/db_local_storage/__pycache__/files_db.cpython-310.pyc and b/Api/src/db_local_storage/__pycache__/files_db.cpython-310.pyc differ
diff --git a/Api/src/db_local_storage/__pycache__/in_memory_db.cpython-310.pyc b/Api/src/db_local_storage/__pycache__/in_memory_db.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..a408889b6fc79372a3f55d00cd5cb07f26c4b135
Binary files /dev/null and b/Api/src/db_local_storage/__pycache__/in_memory_db.cpython-310.pyc differ
diff --git a/Api/src/db_local_storage/__pycache__/vector_files_db.cpython-310.pyc b/Api/src/db_local_storage/__pycache__/vector_files_db.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..b2d1179bee0cb4deb151eab2d2e1dae7be4c2ee5
Binary files /dev/null and b/Api/src/db_local_storage/__pycache__/vector_files_db.cpython-310.pyc differ
diff --git a/Api/src/db_local_storage/documents_db.py b/Api/src/db_local_storage/documents_db.py
new file mode 100644
index 0000000000000000000000000000000000000000..f6408267be24b79fbcc99a6ba9c77f291f8a2096
--- /dev/null
+++ b/Api/src/db_local_storage/documents_db.py
@@ -0,0 +1,2 @@
+documents_db = []
+documents_text = []
\ No newline at end of file
diff --git a/Api/src/db_local_storage/files/doc_test.pdf b/Api/src/db_local_storage/files/doc_test.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Api/src/db_local_storage/files_db.py b/Api/src/db_local_storage/files_db.py
index ddfa42dd44cd76c8535b592d69452bf73fa53eb3..0e048f8b321efdc783ae365e6720ad1a6bd934ee 100644
--- a/Api/src/db_local_storage/files_db.py
+++ b/Api/src/db_local_storage/files_db.py
@@ -1,2 +1,4 @@
 FILES_NAMES_DATABASE = {}
-FILES_DIRECTORY = "src/db_local_storage/files"
\ No newline at end of file
+FILES_DIRECTORY = "src/db_local_storage/files"
+TEXT_FILES_DIRECTORY = "src/db_local_storage/text_files"
+VECTOR_FILES_DIRECTORY = "src/db_local_storage/vector_files/vec_db.json"
diff --git a/Api/src/db_local_storage/in_memory_db.py b/Api/src/db_local_storage/in_memory_db.py
new file mode 100644
index 0000000000000000000000000000000000000000..6cce9d6971032c9de3da624f34733e7c2f150039
--- /dev/null
+++ b/Api/src/db_local_storage/in_memory_db.py
@@ -0,0 +1 @@
+query_response_storage = []
diff --git a/Api/src/db_local_storage/text_files/doc_test.pdf b/Api/src/db_local_storage/text_files/doc_test.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..7dddf0663bc1bbf41fb0fcc30831f46c8042045d
--- /dev/null
+++ b/Api/src/db_local_storage/text_files/doc_test.pdf
@@ -0,0 +1,23 @@
+Dear Hiring Manager,
+I am writing to express my interest in the Machine Learning / AI Scientist position at Grazper.
+With a strong background in human-centered artificial intelligence, hands-on experience in
+developing machine learning models, and a deep passion for applying AI to solve real-world
+problems, I am excited about the opportunity to contribute to Grazper’s innovative work in
+human pose estimation and behavioral analysis.
+My role as Co-Founder of NeoCareU had provided me with extensive experience in
+developing Python-based infrastructures for graph search functionality, utilizing frameworks
+such as FastAPI and Uvicorn. I have led end-to-end development of features, improving user
+experiences and backend processes with technologies like Node.js and TypeScript. This
+experience has sharpened my software development skills and my ability to translate
+complex machine learning concepts into practical applications, a key requirement for the role
+at Grazper.
+In addition to my professional experience, I hold a Master’s in Human-Centered Artificial
+Intelligence from Denmark’s Technical University. During my studies, I focused on computer
+vision and deep learning, gaining familiarity with models such as AlphaPose with its
+ResNet-50 backbone for 2D pose estimation, and MotionBERT for 3D pose estimation.
+These skills will be invaluable in collaborating with the diverse and talented team at Grazper.
+Thank you for considering my application. I am eager to bring my skills in machine learning,
+computer vision, and software development to Grazper and to help drive the continued
+innovation that the company is known for. I look forward to the possibility of discussing how
+my background, skills, and experiences align with the needs of your team.
+Sincerely,
\ No newline at end of file
diff --git a/Api/src/db_local_storage/vector_files/__pycache__/test.cpython-310.pyc b/Api/src/db_local_storage/vector_files/__pycache__/test.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..7fe1d364c60486c2368b161428549eee78775ce9
Binary files /dev/null and b/Api/src/db_local_storage/vector_files/__pycache__/test.cpython-310.pyc differ
diff --git a/Api/src/db_local_storage/vector_files/vec_db.json b/Api/src/db_local_storage/vector_files/vec_db.json
new file mode 100644
index 0000000000000000000000000000000000000000..904d9dad588f4c33c013936ba55a9b4dd2280014
--- /dev/null
+++ b/Api/src/db_local_storage/vector_files/vec_db.json
@@ -0,0 +1,1108 @@
+{
+  "document_1": {
+    "metadata": { "filename": "doc_test.pdf", "chunks": 4 },
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+        "metadata": {
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+          "original_text": "Dear Hiring Manager,\nI am writing to express my interest in the Machine Learning / AI Scientist position at Grazper.\nWith a strong background in human-centered artificial intelligence, hands-on experience in\ndeveloping machine learning models, and a deep passion for applying AI to solve real-world\nproblems, I am excited about the opportunity to contribute to Grazper\u2019s innovative work in\nhuman pose estimation and behavioral analysis.\nMy role as Co-Founder of NeoCareU had provided me with extensive experience",
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+        "metadata": {
+          "chunk_index": 1,
+          "original_text": " in\ndeveloping Python-based infrastructures for graph search functionality, utilizing frameworks\nsuch as FastAPI and Uvicorn. I have led end-to-end development of features, improving user\nexperiences and backend processes with technologies like Node.js and TypeScript. This\nexperience has sharpened my software development skills and my ability to translate\ncomplex machine learning concepts into practical applications, a key requirement for the role\nat Grazper.\nIn addition to my professional experience, I hol",
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+          "original_text": "d a Master\u2019s in Human-Centered Artificial\nIntelligence from Denmark\u2019s Technical University. During my studies, I focused on computer\nvision and deep learning, gaining familiarity with models such as AlphaPose with its\nResNet-50 backbone for 2D pose estimation, and MotionBERT for 3D pose estimation.\nThese skills will be invaluable in collaborating with the diverse and talented team at Grazper.\nThank you for considering my application. I am eager to bring my skills in machine learning,\ncomputer vision, and so",
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+          "original_text": "ftware development to Grazper and to help drive the continued\ninnovation that the company is known for. I look forward to the possibility of discussing how\nmy background, skills, and experiences align with the needs of your team.\nSincerely,",
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+        }
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+          "original_text": "Dear Hiring Manager,\nI am writing to express my interest in the Machine Learning / AI Scientist position at Grazper.\nWith a strong background in human-centered artificial intelligence, hands-on experience in\ndeveloping machine learning models, and a deep passion for applying AI to solve real-world\nproblems, I am excited about the opportunity to contribute to Grazper\u2019s innovative work in\nhuman pose estimation and behavioral analysis.\nMy role as Co-Founder of NeoCareU had provided me with extensive experience",
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+          "original_text": " in\ndeveloping Python-based infrastructures for graph search functionality, utilizing frameworks\nsuch as FastAPI and Uvicorn. I have led end-to-end development of features, improving user\nexperiences and backend processes with technologies like Node.js and TypeScript. This\nexperience has sharpened my software development skills and my ability to translate\ncomplex machine learning concepts into practical applications, a key requirement for the role\nat Grazper.\nIn addition to my professional experience, I hol",
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+        "metadata": {
+          "chunk_index": 2,
+          "original_text": "d a Master\u2019s in Human-Centered Artificial\nIntelligence from Denmark\u2019s Technical University. During my studies, I focused on computer\nvision and deep learning, gaining familiarity with models such as AlphaPose with its\nResNet-50 backbone for 2D pose estimation, and MotionBERT for 3D pose estimation.\nThese skills will be invaluable in collaborating with the diverse and talented team at Grazper.\nThank you for considering my application. I am eager to bring my skills in machine learning,\ncomputer vision, and so",
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+        }
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+          0.11221233010292053, 0.16048510372638702, 0.22087474167346954,
+          0.1040259301662445, 0.015955524519085884, -0.11575893312692642,
+          -0.08942530304193497, 0.15787002444267273, -0.1510617882013321,
+          0.02346060611307621, 0.3464442491531372, 0.04414486885070801
+        ],
+        "metadata": {
+          "chunk_index": 3,
+          "original_text": "ftware development to Grazper and to help drive the continued\ninnovation that the company is known for. I look forward to the possibility of discussing how\nmy background, skills, and experiences align with the needs of your team.\nSincerely,",
+          "document_id": "document_2"
+        }
+      }
+    ]
+  }
+}
diff --git a/Api/src/db_local_storage/vector_files_db.py b/Api/src/db_local_storage/vector_files_db.py
new file mode 100644
index 0000000000000000000000000000000000000000..e8b5ab3301961fb4514e272975c55699d58a1f8a
--- /dev/null
+++ b/Api/src/db_local_storage/vector_files_db.py
@@ -0,0 +1 @@
+vector_files_db = {}
\ No newline at end of file
diff --git a/Api/src/main.py b/Api/src/main.py
index c0de87a125bd01ba364bec087dfa50131b20688a..6665dbb00f0de4df95aab561d8277a66d0beacc9 100644
--- a/Api/src/main.py
+++ b/Api/src/main.py
@@ -1,6 +1,11 @@
 import uvicorn
 from fastapi import APIRouter, FastAPI
 from fastapi.middleware.cors import CORSMiddleware
+from fastapi.responses import FileResponse
+from fastapi.staticfiles import StaticFiles
+
+from src.modules.querySearch.routes.querySearch_route import \
+    router as query_search_routes
 from src.modules.uploadDocument.routes.uploadDocument_route import \
     router as upload_file_routes
 
@@ -9,8 +14,12 @@ app = FastAPI()
 origins = [
     "http://localhost:8000",
     "http://localhost:3000",
+    "https://your-space-name.hf.space",
+    "localhost:8000",
+    "https://abadesalex-docurag.hf.space/api",
 ]
 
+
 app.add_middleware(
     CORSMiddleware,
     allow_origins=origins,
@@ -21,9 +30,23 @@ app.add_middleware(
 
 app_router = APIRouter(prefix="/api")
 app_router.include_router(upload_file_routes, prefix="/upload", tags=["upload"])
+app_router.include_router(query_search_routes, prefix="/query", tags=["query"])
+
 
 @app_router.get("/")
 async def root():
     return {"message": "Hello World"}
 
-app.include_router(app_router)
\ No newline at end of file
+
+# Serve static files from the 'out/_next/static' directory
+app.mount("/_next/static", StaticFiles(directory="src/out/_next/static"), name="static")
+
+# Serve the main index.html
+@app.get("/")
+def read_root():
+    return FileResponse("src/out/index.html")
+
+
+
+
+app.include_router(app_router)
diff --git a/Api/src/modules/querySearch/controllers/__pycache__/querySearch_controller.cpython-310.pyc b/Api/src/modules/querySearch/controllers/__pycache__/querySearch_controller.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..bfba9fdd71ba79df5709b4006698320c10ab1aa9
Binary files /dev/null and b/Api/src/modules/querySearch/controllers/__pycache__/querySearch_controller.cpython-310.pyc differ
diff --git a/Api/src/modules/querySearch/controllers/querySearch_controller.py b/Api/src/modules/querySearch/controllers/querySearch_controller.py
new file mode 100644
index 0000000000000000000000000000000000000000..e0a4c0c2e8710a8b7f57447fafbec6ea62caf66b
--- /dev/null
+++ b/Api/src/modules/querySearch/controllers/querySearch_controller.py
@@ -0,0 +1,22 @@
+from typing import Any
+from fastapi import HTTPException
+from fastapi.responses import JSONResponse
+
+from src.modules.querySearch.features.querySearch_feature import QuerySearchFeature
+
+
+class QuerySearchController:
+
+    def __init__(self, query_search_feature: QuerySearchFeature):
+        self.query_search_feature = query_search_feature
+
+    async def handle_query_search(self, q: str) -> Any:
+        try:
+
+            result = await self.query_search_feature.query_search(q)
+            message = result.get("message", "No message provided")
+
+            return JSONResponse(status_code=200, content={"message": message})
+
+        except Exception as e:
+            raise HTTPException(status_code=500, detail=str(e))
diff --git a/Api/src/modules/querySearch/features/__pycache__/querySearch_feature.cpython-310.pyc b/Api/src/modules/querySearch/features/__pycache__/querySearch_feature.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..0153bd98f416887aaa71f525a8e9ded90f695f93
Binary files /dev/null and b/Api/src/modules/querySearch/features/__pycache__/querySearch_feature.cpython-310.pyc differ
diff --git a/Api/src/modules/querySearch/features/querySearch_feature.py b/Api/src/modules/querySearch/features/querySearch_feature.py
new file mode 100644
index 0000000000000000000000000000000000000000..e576cfca01eee58b8b74ac35d36a8abb25ceccdb
--- /dev/null
+++ b/Api/src/modules/querySearch/features/querySearch_feature.py
@@ -0,0 +1,87 @@
+import json
+from typing import List, Tuple
+
+import numpy as np
+from fastapi.responses import JSONResponse
+from sentence_transformers import SentenceTransformer
+from transformers import pipeline
+
+from src.db_local_storage.files_db import VECTOR_FILES_DIRECTORY
+from src.db_local_storage.in_memory_db import query_response_storage
+
+
+class QuerySearchFeature:
+
+    def __init__(self, model, qa_pipeline):
+        self.model = model
+        self.qa_pipeline = qa_pipeline
+
+    async def query_search(self, query: str) -> dict:
+
+        user_query = {
+            "text": query,
+            "isSender": True,
+        }
+
+        query_response_storage.append(user_query)
+
+        dataBase = await QuerySearchFeature.load_data()
+        text_data, embeddings = await QuerySearchFeature.split_dataBase(dataBase)
+
+        lexical_results = await QuerySearchFeature.lexical_search(query, text_data)
+        semantic_results = await QuerySearchFeature.semantic_search(
+            query, text_data, embeddings, self.model
+        )
+
+        combined_results = list(set(lexical_results + semantic_results))
+        context = await QuerySearchFeature.get_context(combined_results)
+
+        response = self.qa_pipeline(question=query, context=context)
+
+        response_query = {
+            "text": response["answer"],
+            "isSender": False,
+        }
+
+        query_response_storage.append(response_query)
+
+
+        return {
+            "message": response["answer"],
+            "context_used": context,
+            "chunks": context,
+        }
+
+    @staticmethod
+    async def semantic_search(
+        query: str, chunks: List[str], embeddings: np.ndarray, model
+    ) -> List[str]:
+        query_embedding = model.encode([query])
+        similarities = np.dot(embeddings, query_embedding.T).flatten()
+        top_indices = np.argsort(-similarities)[:3]
+        return [chunks[i] for i in top_indices]
+
+    @staticmethod
+    async def lexical_search(query: str, chunks: List[str]) -> List[str]:
+        return [chunk for chunk in chunks if query.lower() in chunk.lower()]
+
+    @staticmethod
+    async def load_data():
+        with open(VECTOR_FILES_DIRECTORY, "r") as file:
+            dataBase = json.load(file)
+        return dataBase
+
+    @staticmethod
+    async def split_dataBase(db) -> Tuple[List[str], np.ndarray]:
+        text_data = []
+        embeddings = []
+
+        for document in db.values():
+            for page in document["data"]:
+                text_data.append(page["metadata"]["original_text"])
+                embeddings.append(page["embedding"])
+        return text_data, embeddings
+
+    @staticmethod
+    async def get_context(chunks: List[str]) -> str:
+        return " ".join(chunks)
diff --git a/Api/src/modules/querySearch/routes/__pycache__/querySearch_route.cpython-310.pyc b/Api/src/modules/querySearch/routes/__pycache__/querySearch_route.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..fffb65a1e11113bbb7770efeb571da6d555d24a2
Binary files /dev/null and b/Api/src/modules/querySearch/routes/__pycache__/querySearch_route.cpython-310.pyc differ
diff --git a/Api/src/modules/querySearch/routes/querySearch_route.py b/Api/src/modules/querySearch/routes/querySearch_route.py
new file mode 100644
index 0000000000000000000000000000000000000000..68fb80817c5ec622688a44bfbc0bfcd0954e0c43
--- /dev/null
+++ b/Api/src/modules/querySearch/routes/querySearch_route.py
@@ -0,0 +1,31 @@
+from fastapi import APIRouter, Form, HTTPException
+from fastapi.responses import JSONResponse
+from sentence_transformers import SentenceTransformer
+from transformers import pipeline
+
+from src.modules.querySearch.features.querySearch_feature import QuerySearchFeature
+from src.modules.querySearch.controllers.querySearch_controller import (
+    QuerySearchController,
+)
+from src.db_local_storage.in_memory_db import query_response_storage
+
+
+router = APIRouter()
+
+model = SentenceTransformer("paraphrase-MiniLM-L6-v2")
+qa_pipeline = pipeline("question-answering", model="deepset/roberta-base-squad2")
+
+querySearchFeature = QuerySearchFeature(model, qa_pipeline)
+querySearchController = QuerySearchController(querySearchFeature)
+
+
+@router.post("/query_search")
+async def handle_query_search(q: str = Form(...)):
+
+    return await querySearchController.handle_query_search(q)
+
+
+@router.get("/get_messages")
+async def get_messages():
+
+    return JSONResponse(status_code=200, content={"data": query_response_storage})
diff --git a/Api/src/modules/uploadDocument/controllers/__pycache__/file_upload_controller.cpython-310.pyc b/Api/src/modules/uploadDocument/controllers/__pycache__/file_upload_controller.cpython-310.pyc
index d90aa80624c924fa0fe791cf4a3a21d0bc7fc8a2..ad001d37dc4b72c3c76ae31c2b1b10181e5b3f4e 100644
Binary files a/Api/src/modules/uploadDocument/controllers/__pycache__/file_upload_controller.cpython-310.pyc and b/Api/src/modules/uploadDocument/controllers/__pycache__/file_upload_controller.cpython-310.pyc differ
diff --git a/Api/src/modules/uploadDocument/controllers/file_upload_controller.py b/Api/src/modules/uploadDocument/controllers/file_upload_controller.py
index 9177f500754e44e195469d9f80aa95ed4207e5e0..f1dba2eb57556d652770c9690df85e6d836ff315 100644
--- a/Api/src/modules/uploadDocument/controllers/file_upload_controller.py
+++ b/Api/src/modules/uploadDocument/controllers/file_upload_controller.py
@@ -1,23 +1,30 @@
-import shutil
 from typing import Any
 
 from fastapi import HTTPException, UploadFile
 from fastapi.responses import JSONResponse
-from src.modules.uploadDocument.features.uploadDocument_feature import \
-    UploadDocumentFeature
+
+from src.modules.uploadDocument.features.createEmbeddings_feature import (
+    CreateEmbeddingsFeature,
+)
+from src.modules.uploadDocument.features.extractText_feature import ExtractTextFeature
+from src.modules.uploadDocument.features.uploadDocument_feature import (
+    UploadDocumentFeature,
+)
 
 
 class FileUploadController:
 
     async def handle_file_upload(self, file: UploadFile) -> Any:
         try:
-            print(file)
+
+            text_file = await ExtractTextFeature.extract_text_from_pdf(file)
+
+            await CreateEmbeddingsFeature.create_embeddings(text_file, file.filename)
+
             result = await UploadDocumentFeature.uploadFile(file)
             message = result.get("message", "No message provided")
 
-            return JSONResponse(
-                status_code=200, content={"message": message}
-            )
+            return JSONResponse(status_code=200, content={"message": message})
 
         except Exception as e:
             raise HTTPException(status_code=500, detail=str(e))
diff --git a/Api/src/modules/uploadDocument/features/__pycache__/createEmbeddings_feature.cpython-310.pyc b/Api/src/modules/uploadDocument/features/__pycache__/createEmbeddings_feature.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..1314f633a3d3407b3036a16d1bcfaabe413ea896
Binary files /dev/null and b/Api/src/modules/uploadDocument/features/__pycache__/createEmbeddings_feature.cpython-310.pyc differ
diff --git a/Api/src/modules/uploadDocument/features/__pycache__/extractText_feature.cpython-310.pyc b/Api/src/modules/uploadDocument/features/__pycache__/extractText_feature.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..400a65b375423c73168b0c462052e037c8a35faf
Binary files /dev/null and b/Api/src/modules/uploadDocument/features/__pycache__/extractText_feature.cpython-310.pyc differ
diff --git a/Api/src/modules/uploadDocument/features/__pycache__/uploadDocument_feature.cpython-310.pyc b/Api/src/modules/uploadDocument/features/__pycache__/uploadDocument_feature.cpython-310.pyc
index edb8a0c8753aeaab4096d7c832f5078e729f0284..e40c4309f4fc26fa6c456e8204aef238e25bd1e2 100644
Binary files a/Api/src/modules/uploadDocument/features/__pycache__/uploadDocument_feature.cpython-310.pyc and b/Api/src/modules/uploadDocument/features/__pycache__/uploadDocument_feature.cpython-310.pyc differ
diff --git a/Api/src/modules/uploadDocument/features/createEmbeddings_feature.py b/Api/src/modules/uploadDocument/features/createEmbeddings_feature.py
new file mode 100644
index 0000000000000000000000000000000000000000..102c91b1ad9f2e5e9b072ddd477472564567acf6
--- /dev/null
+++ b/Api/src/modules/uploadDocument/features/createEmbeddings_feature.py
@@ -0,0 +1,50 @@
+import json
+from typing import List
+
+from sentence_transformers import SentenceTransformer
+
+from src.db_local_storage.files_db import VECTOR_FILES_DIRECTORY
+from src.db_local_storage.vector_files_db import vector_files_db as EMBEDDING_DATA
+
+
+class CreateEmbeddingsFeature:
+
+    @staticmethod
+    def chunk_text(text: str, chunk_size: int = 512) -> List[str]:
+        chunks = [text[i : i + chunk_size] for i in range(0, len(text), chunk_size)]
+        return chunks
+
+    @staticmethod
+    async def create_embeddings(text: str, filename: str) -> List:
+        # TODO: Check model
+        model = SentenceTransformer("paraphrase-MiniLM-L6-v2")
+        chunks = CreateEmbeddingsFeature.chunk_text(text)
+
+        # with open(VECTOR_FILES_DIRECTORY, "r") as file:
+        #     EMBEDDING_DATA = json.load(file)
+
+        id = len(EMBEDDING_DATA) + 1
+        docoument_index = f"document_{id}"
+        EMBEDDING_DATA[docoument_index] = {
+            "metadata": {"id": id, "filename": filename, "chunks": len(chunks)},
+            "data": [],
+        }
+
+        for i, chunk in enumerate(chunks):
+            embedding = model.encode(chunk).tolist()
+            embedding_entry = {
+                "embedding": embedding,
+                "metadata": {
+                    "chunk_index": i,
+                    "original_text": chunk,
+                    "document_id": docoument_index,
+                },
+            }
+            EMBEDDING_DATA[docoument_index]["data"].append(embedding_entry)
+
+        # print(EMBEDDING_DATA)
+
+        # with open(VECTOR_FILES_DIRECTORY, "w") as f:
+        #     json.dump(EMBEDDING_DATA, f)
+
+        return
diff --git a/Api/src/modules/uploadDocument/features/extractText_feature.py b/Api/src/modules/uploadDocument/features/extractText_feature.py
new file mode 100644
index 0000000000000000000000000000000000000000..61a6f7d1b21e765605b3fa206d906a15bf0340ce
--- /dev/null
+++ b/Api/src/modules/uploadDocument/features/extractText_feature.py
@@ -0,0 +1,58 @@
+import io
+import os
+
+import PyPDF2
+from fastapi import UploadFile
+from PyPDF2 import PdfReader
+import pdfplumber
+
+from src.db_local_storage.files_db import TEXT_FILES_DIRECTORY
+from src.db_local_storage.documents_db import documents_text
+
+
+class ExtractTextFeature:
+
+    @staticmethod
+    def ensure_directory_exists(folder_path: str) -> None:
+        """Ensure that the directory exists."""
+        if not os.path.exists(folder_path):
+            os.makedirs(folder_path)
+
+    @staticmethod
+    async def saveFile(content, filename, directory: str) -> str:
+        """Save the uploaded file to the specified directory."""
+        file_path = os.path.join(directory, filename)
+        with open(file_path, "w") as file:
+            file.write(content)
+        return file_path
+
+    @staticmethod
+    async def save_text_from_pdf(file: UploadFile, text) -> str:
+
+        ExtractTextFeature.ensure_directory_exists(TEXT_FILES_DIRECTORY)
+        await ExtractTextFeature.saveFile(text, file.filename, TEXT_FILES_DIRECTORY)
+
+        return text
+
+    @staticmethod
+    async def extract_text_from_pdf(file: UploadFile) -> str:
+
+        content = await file.read()
+        with pdfplumber.open(io.BytesIO(content)) as pdf:
+            text = ""
+            for page in pdf.pages:
+                text += page.extract_text()
+
+        for document in documents_text:
+            if document["filename"] == file.filename:
+                return {"message": "Document already exists"}
+
+        data = {
+            "id": len(documents_text) + 1,
+            "filename": file.filename,
+            "text": text,
+        }
+
+        documents_text.append(data)
+
+        return text
diff --git a/Api/src/modules/uploadDocument/features/uploadDocument_feature.py b/Api/src/modules/uploadDocument/features/uploadDocument_feature.py
index ad26156cd44620f1842ec763c597e8ce4b9b5322..dcba5b2e5d20743fc6b57287be5d79f8b264f964 100644
--- a/Api/src/modules/uploadDocument/features/uploadDocument_feature.py
+++ b/Api/src/modules/uploadDocument/features/uploadDocument_feature.py
@@ -3,6 +3,7 @@ from typing import Dict
 
 from fastapi import UploadFile
 from src.db_local_storage.files_db import FILES_DIRECTORY, FILES_NAMES_DATABASE
+from src.db_local_storage.documents_db import documents_db
 
 
 class UploadDocumentFeature:
@@ -20,7 +21,17 @@ class UploadDocumentFeature:
         with open(file_path, "wb") as file:
             content = await document.read()
             file.write(content)
-        return file_path
+        return file
+
+    @staticmethod
+    async def SaveFileMemory(document: UploadFile) -> str:
+        """Save the uploaded file to memory."""
+        UploadDocumentFeature.ensure_directory_exists(FILES_DIRECTORY)
+        id = len(FILES_NAMES_DATABASE) + 1
+        FILES_NAMES_DATABASE[id] = document.filename
+
+        file = await UploadDocumentFeature.saveFile(document, FILES_DIRECTORY)
+        return file
 
     @staticmethod
     async def uploadFile(document: UploadFile) -> Dict[str, str]:
@@ -30,10 +41,11 @@ class UploadDocumentFeature:
         :return: a message to confirm the upload
         """
 
-        UploadDocumentFeature.ensure_directory_exists(FILES_DIRECTORY)
-        id = len(FILES_NAMES_DATABASE) + 1
-        FILES_NAMES_DATABASE[id] = document.filename
+        data = {
+            "id": len(documents_db) + 1,
+            "filename": document.filename,
+        }
 
-        file_path = await UploadDocumentFeature.saveFile(document, FILES_DIRECTORY)
+        documents_db.append(data)
 
         return {"message": "Document Updated"}
diff --git a/Api/src/modules/uploadDocument/routes/__pycache__/uploadDocument_route.cpython-310.pyc b/Api/src/modules/uploadDocument/routes/__pycache__/uploadDocument_route.cpython-310.pyc
index 0b9682e84f95eda39788b3abec4441bdfbac12f4..c50ecb32159d86acc996a0a427a6263098f85d64 100644
Binary files a/Api/src/modules/uploadDocument/routes/__pycache__/uploadDocument_route.cpython-310.pyc and b/Api/src/modules/uploadDocument/routes/__pycache__/uploadDocument_route.cpython-310.pyc differ
diff --git a/Api/src/modules/uploadDocument/routes/uploadDocument_route.py b/Api/src/modules/uploadDocument/routes/uploadDocument_route.py
index 49d1fb9b0a1a8a454cf295e54eb4791f58439978..63a51fa34a7e6c8f000a9412e3b2bb4f0ef52181 100644
--- a/Api/src/modules/uploadDocument/routes/uploadDocument_route.py
+++ b/Api/src/modules/uploadDocument/routes/uploadDocument_route.py
@@ -1,13 +1,58 @@
 from fastapi import APIRouter, File, HTTPException, UploadFile
-from src.modules.uploadDocument.controllers.file_upload_controller import \
-    FileUploadController
+from fastapi.responses import JSONResponse
+from src.db_local_storage.vector_files_db import vector_files_db
+from src.modules.uploadDocument.controllers.file_upload_controller import (
+    FileUploadController,
+)
+from src.db_local_storage.documents_db import documents_db
 
 router = APIRouter()
-controller = FileUploadController()
+fileUploadController = FileUploadController()
 
 
-@router.post(
-    "/document",
-)
+@router.get("/get_documents")
+async def get_all_documents():
+    return JSONResponse(status_code=200, content={"data": documents_db})
+
+
+@router.get("/get_embeddings")
+async def get_all_embeddings():
+    return JSONResponse(status_code=200, content={"data": vector_files_db})
+
+
+@router.delete("/delete_document/{id}")
+async def delete_document(id: int):
+
+    document = next((doc for doc in documents_db if doc["id"] == id), None)
+    if document:
+        documents_db.remove(document)
+    else:
+        raise HTTPException(status_code=404, detail="Document not found")
+
+    vector_file_key = next(
+        (
+            key
+            for key, value in vector_files_db.items()
+            if value["metadata"]["id"] == id
+        ),
+        None,
+    )
+    if vector_file_key:
+        del vector_files_db[vector_file_key]
+
+    return JSONResponse(status_code=200, content={"message": "Document deleted"})
+
+
+# {
+#   "data": {
+#     "document_1": {
+#       "metadata": {
+#         "id": 1,
+#         "filename": "doc_test.pdf",
+#         "chunks": 4
+#       },
+
+
+@router.post("/document")
 async def upload_file(file: UploadFile = File(...)):
-    return await controller.handle_file_upload(file)
+    return await fileUploadController.handle_file_upload(file)
diff --git a/Api/src/out/404.html b/Api/src/out/404.html
new file mode 100644
index 0000000000000000000000000000000000000000..41fd21989f57c1d16c9e63811cf03f578fe0618b
--- /dev/null
+++ b/Api/src/out/404.html
@@ -0,0 +1 @@
+<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" as="script" fetchPriority="low" href="/_next/static/chunks/webpack-17abec1bd4bca978.js"/><script src="/_next/static/chunks/fd9d1056-90960e0a7e77703c.js" async=""></script><script src="/_next/static/chunks/23-e94121395991ed2e.js" async=""></script><script src="/_next/static/chunks/main-app-f4f564f56624dcb5.js" async=""></script><meta name="robots" content="noindex"/><title>404: This page could not be found.</title><title>Next.js</title><meta name="description" content="Generated by Next.js"/><script src="/_next/static/chunks/polyfills-78c92fac7aa8fdd8.js" noModule=""></script></head><body><div style="font-family:system-ui,&quot;Segoe UI&quot;,Roboto,Helvetica,Arial,sans-serif,&quot;Apple Color Emoji&quot;,&quot;Segoe UI 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index 0000000000000000000000000000000000000000..5b3ff592fd46c8736892a12864fdf3fed8775202
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index 0000000000000000000000000000000000000000..3b13c667c6422068312cad1adb36428956e67962
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+ * @license React
+ * react-jsx-runtime.production.min.js
+ *
+ * Copyright (c) Facebook, Inc. and its affiliates.
+ *
+ * This source code is licensed under the MIT license found in the
+ * LICENSE file in the root directory of this source tree.
+ */var r=t(7294),l=Symbol.for("react.element"),a=Symbol.for("react.fragment"),u=Object.prototype.hasOwnProperty,o=r.__SECRET_INTERNALS_DO_NOT_USE_OR_YOU_WILL_BE_FIRED.ReactCurrentOwner,i={key:!0,ref:!0,__self:!0,__source:!0};function s(e,n,t){var r,a={},s=null,c=null;for(r in void 0!==t&&(s=""+t),void 0!==n.key&&(s=""+n.key),void 0!==n.ref&&(c=n.ref),n)u.call(n,r)&&!i.hasOwnProperty(r)&&(a[r]=n[r]);if(e&&e.defaultProps)for(r in n=e.defaultProps)void 0===a[r]&&(a[r]=n[r]);return{$$typeof:l,type:e,key:s,ref:c,props:a,_owner:o.current}}n.Fragment=a,n.jsx=s,n.jsxs=s},2408:function(e,n){/**
+ * @license React
+ * react.production.min.js
+ *
+ * Copyright (c) Facebook, Inc. and its affiliates.
+ *
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diff --git a/Api/src/out/_next/static/chunks/webpack-17abec1bd4bca978.js b/Api/src/out/_next/static/chunks/webpack-17abec1bd4bca978.js
new file mode 100644
index 0000000000000000000000000000000000000000..bfc6c59609cd1448a767d9e1f7a4450efef9eea1
--- /dev/null
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145);--variant-textBg:rgba(237, 232, 208, 0.04);--variant-outlinedBorder:#EDE8D0;--variant-outlinedBg:rgba(237, 232, 208, 0.04);}}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary   MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary  css-doqe7d" tabindex="0" type="button"><style data-emotion="css 53qohs">.css-53qohs{margin:0;font-size:0.9rem;font-weight:400;line-height:1.6;font-family:'DM Sans',Inter,sans-serif;color:black;}</style><h6 class="MuiTypography-root MuiTypography-h6  css-53qohs">Model 2</h6></button></div><div class="MuiGrid2-root MuiGrid2-container MuiGrid2-direction-xs-row MuiGrid2-grid-sm-2.5 css-1l2fi73"><style data-emotion="css 2xvjrj">.css-2xvjrj{font-family:'DM Sans',Inter,sans-serif;font-weight:500;font-size:0.875rem;line-height:1.75;text-transform:uppercase;min-width:64px;padding:6px 16px;border:0;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;padding:6px 8px;color:var(--variant-textColor);background-color:var(--variant-textBg);--variant-textColor:#EDE8D0;--variant-outlinedColor:#EDE8D0;--variant-outlinedBorder:rgba(237, 232, 208, 0.5);--variant-containedColor:rgba(0, 0, 0, 0.87);--variant-containedBg:#EDE8D0;}.css-2xvjrj:hover{-webkit-text-decoration:none;text-decoration:none;}.css-2xvjrj.Mui-disabled{color:rgba(0, 0, 0, 0.26);}@media (hover: hover){.css-2xvjrj:hover{--variant-containedBg:rgb(165, 162, 145);--variant-textBg:rgba(237, 232, 208, 0.04);--variant-outlinedBorder:#EDE8D0;--variant-outlinedBg:rgba(237, 232, 208, 0.04);}}</style><style data-emotion="css doqe7d">.css-doqe7d{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;position:relative;box-sizing:border-box;-webkit-tap-highlight-color:transparent;background-color:transparent;outline:0;border:0;margin:0;border-radius:0;padding:0;cursor:pointer;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;vertical-align:middle;-moz-appearance:none;-webkit-appearance:none;-webkit-text-decoration:none;text-decoration:none;color:inherit;font-family:'DM Sans',Inter,sans-serif;font-weight:500;font-size:0.875rem;line-height:1.75;text-transform:uppercase;min-width:64px;padding:6px 16px;border:0;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;padding:6px 8px;color:var(--variant-textColor);background-color:var(--variant-textBg);--variant-textColor:#EDE8D0;--variant-outlinedColor:#EDE8D0;--variant-outlinedBorder:rgba(237, 232, 208, 0.5);--variant-containedColor:rgba(0, 0, 0, 0.87);--variant-containedBg:#EDE8D0;}.css-doqe7d::-moz-focus-inner{border-style:none;}.css-doqe7d.Mui-disabled{pointer-events:none;cursor:default;}@media print{.css-doqe7d{-webkit-print-color-adjust:exact;color-adjust:exact;}}.css-doqe7d:hover{-webkit-text-decoration:none;text-decoration:none;}.css-doqe7d.Mui-disabled{color:rgba(0, 0, 0, 0.26);}@media (hover: hover){.css-doqe7d:hover{--variant-containedBg:rgb(165, 162, 145);--variant-textBg:rgba(237, 232, 208, 0.04);--variant-outlinedBorder:#EDE8D0;--variant-outlinedBg:rgba(237, 232, 208, 0.04);}}</style><button class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary   MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary  css-doqe7d" tabindex="0" type="button"><style data-emotion="css 53qohs">.css-53qohs{margin:0;font-size:0.9rem;font-weight:400;line-height:1.6;font-family:'DM Sans',Inter,sans-serif;color:black;}</style><h6 class="MuiTypography-root MuiTypography-h6  css-53qohs">Model 3</h6></button></div></div><style data-emotion="css 1m9zxq2">.css-1m9zxq2{margin-bottom:16px;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;-webkit-box-flex:1;-webkit-flex-grow:1;-ms-flex-positive:1;flex-grow:1;padding:16px;}</style><div class="MuiBox-root css-1m9zxq2" style="border:1px solid #ccc;overflow:hidden;overflow-y:scroll;border-radius:8px;background-color:rgba(237, 232, 208, 0.35)"></div><style data-emotion="css 13l7vf1">.css-13l7vf1{--Grid-columns:12;--Grid-columnSpacing:0px;--Grid-rowSpacing:0px;-webkit-box-flex:0;-webkit-flex-grow:0;-ms-flex-positive:0;flex-grow:0;-webkit-flex-basis:auto;-ms-flex-preferred-size:auto;flex-basis:auto;width:calc(100% * 12 / var(--Grid-columns));-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;min-width:0;box-sizing:border-box;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-box-flex-wrap:wrap;-webkit-flex-wrap:wrap;-ms-flex-wrap:wrap;flex-wrap:wrap;margin:calc(var(--Grid-rowSpacing) / -2) calc(var(--Grid-columnSpacing) / -2);-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;padding:16px;padding-left:24px;border:1px solid;border-radius:8px;border-color:rgba(0, 0, 0, 0.23);background-color:rgba(237, 232, 208, 0.35);}@media (min-width:600px){.css-13l7vf1{-webkit-box-flex:0;-webkit-flex-grow:0;-ms-flex-positive:0;flex-grow:0;-webkit-flex-basis:auto;-ms-flex-preferred-size:auto;flex-basis:auto;width:calc(100% * 12 / var(--Grid-columns));}}</style><div class="MuiGrid2-root MuiGrid2-container MuiGrid2-direction-xs-row MuiGrid2-grid-xs-12 MuiGrid2-grid-sm-12 css-13l7vf1"><style data-emotion="css 1am8pay">.css-1am8pay{-webkit-box-flex:0;-webkit-flex-grow:0;-ms-flex-positive:0;flex-grow:0;-webkit-flex-basis:auto;-ms-flex-preferred-size:auto;flex-basis:auto;width:calc(100% * 12 / var(--Grid-columns));min-width:0;box-sizing:border-box;padding:calc(var(--Grid-rowSpacing) / 2) calc(var(--Grid-columnSpacing) / 2);}@media (min-width:600px){.css-1am8pay{-webkit-box-flex:0;-webkit-flex-grow:0;-ms-flex-positive:0;flex-grow:0;-webkit-flex-basis:auto;-ms-flex-preferred-size:auto;flex-basis:auto;width:calc(100% * 10 / var(--Grid-columns));}}</style><div class="MuiGrid2-root MuiGrid2-direction-xs-row MuiGrid2-grid-xs-12 MuiGrid2-grid-sm-10 css-1am8pay"><style data-emotion="css 6175j8">.css-6175j8{display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;position:relative;min-width:0;padding:0;margin:0;border:0;vertical-align:top;width:100%;}</style><div class="MuiFormControl-root MuiFormControl-fullWidth  MuiTextField-root  css-6175j8"><style data-emotion="css 1st7xkc">.css-1st7xkc{display:block;transform-origin:top left;white-space:nowrap;overflow:hidden;text-overflow:ellipsis;max-width:100%;position:absolute;left:0;top:0;-webkit-transform:translate(0, 20px) scale(1);-moz-transform:translate(0, 20px) scale(1);-ms-transform:translate(0, 20px) scale(1);transform:translate(0, 20px) scale(1);-webkit-transform:translate(0, 17px) scale(1);-moz-transform:translate(0, 17px) scale(1);-ms-transform:translate(0, 17px) scale(1);transform:translate(0, 17px) scale(1);-webkit-transition:color 200ms cubic-bezier(0.0, 0, 0.2, 1) 0ms,-webkit-transform 200ms cubic-bezier(0.0, 0, 0.2, 1) 0ms,max-width 200ms cubic-bezier(0.0, 0, 0.2, 1) 0ms;transition:color 200ms cubic-bezier(0.0, 0, 0.2, 1) 0ms,transform 200ms cubic-bezier(0.0, 0, 0.2, 1) 0ms,max-width 200ms cubic-bezier(0.0, 0, 0.2, 1) 0ms;z-index:1;pointer-events:none;-webkit-transform:translate(14px, 16px) scale(1);-moz-transform:translate(14px, 16px) scale(1);-ms-transform:translate(14px, 16px) scale(1);transform:translate(14px, 16px) scale(1);max-width:calc(100% - 24px);-webkit-transform:translate(14px, 9px) scale(1);-moz-transform:translate(14px, 9px) scale(1);-ms-transform:translate(14px, 9px) scale(1);transform:translate(14px, 9px) scale(1);}</style><style data-emotion="css nujwq0">.css-nujwq0{color:rgba(0, 0, 0, 0.6);font-size:1rem;font-weight:400;line-height:1.4375em;font-family:'DM Sans',Inter,sans-serif;padding:0;position:relative;display:block;transform-origin:top left;white-space:nowrap;overflow:hidden;text-overflow:ellipsis;max-width:100%;position:absolute;left:0;top:0;-webkit-transform:translate(0, 20px) scale(1);-moz-transform:translate(0, 20px) scale(1);-ms-transform:translate(0, 20px) scale(1);transform:translate(0, 20px) scale(1);-webkit-transform:translate(0, 17px) scale(1);-moz-transform:translate(0, 17px) scale(1);-ms-transform:translate(0, 17px) scale(1);transform:translate(0, 17px) scale(1);-webkit-transition:color 200ms cubic-bezier(0.0, 0, 0.2, 1) 0ms,-webkit-transform 200ms cubic-bezier(0.0, 0, 0.2, 1) 0ms,max-width 200ms cubic-bezier(0.0, 0, 0.2, 1) 0ms;transition:color 200ms cubic-bezier(0.0, 0, 0.2, 1) 0ms,transform 200ms cubic-bezier(0.0, 0, 0.2, 1) 0ms,max-width 200ms cubic-bezier(0.0, 0, 0.2, 1) 0ms;z-index:1;pointer-events:none;-webkit-transform:translate(14px, 16px) scale(1);-moz-transform:translate(14px, 16px) scale(1);-ms-transform:translate(14px, 16px) scale(1);transform:translate(14px, 16px) scale(1);max-width:calc(100% - 24px);-webkit-transform:translate(14px, 9px) scale(1);-moz-transform:translate(14px, 9px) scale(1);-ms-transform:translate(14px, 9px) scale(1);transform:translate(14px, 9px) scale(1);}.css-nujwq0.Mui-focused{color:#EDE8D0;}.css-nujwq0.Mui-disabled{color:rgba(0, 0, 0, 0.38);}.css-nujwq0.Mui-error{color:#d32f2f;}</style><label class="MuiFormLabel-root MuiInputLabel-root MuiInputLabel-formControl MuiInputLabel-animated MuiInputLabel-sizeSmall MuiInputLabel-outlined  MuiFormLabel-colorPrimary  MuiInputLabel-root MuiInputLabel-formControl MuiInputLabel-animated MuiInputLabel-sizeSmall MuiInputLabel-outlined  css-nujwq0" data-shrink="false" for=":Rcrj6fja:" id=":Rcrj6fja:-label">Ask me anything</label><style data-emotion="css-global 1prfaxn">@-webkit-keyframes mui-auto-fill{from{display:block;}}@keyframes mui-auto-fill{from{display:block;}}@-webkit-keyframes mui-auto-fill-cancel{from{display:block;}}@keyframes mui-auto-fill-cancel{from{display:block;}}</style><style data-emotion="css 1uer1sc">.css-1uer1sc{font-size:1rem;font-weight:400;line-height:1.4375em;font-family:'DM Sans',Inter,sans-serif;color:rgba(0, 0, 0, 0.87);box-sizing:border-box;position:relative;cursor:text;display:-webkit-inline-box;display:-webkit-inline-flex;display:-ms-inline-flexbox;display:inline-flex;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;width:100%;position:relative;border-radius:4px;background-color:white;border-radius:4px;}.css-1uer1sc.Mui-disabled{color:rgba(0, 0, 0, 0.38);cursor:default;}.css-1uer1sc:hover .MuiOutlinedInput-notchedOutline{border-color:rgba(0, 0, 0, 0.87);}.css-1uer1sc.Mui-focused .MuiOutlinedInput-notchedOutline{border-width:2px;}.css-1uer1sc.Mui-focused .MuiOutlinedInput-notchedOutline{border-color:#EDE8D0;}@media (hover: none){.css-1uer1sc:hover .MuiOutlinedInput-notchedOutline{border-color:rgba(0, 0, 0, 0.23);}}.css-1uer1sc.Mui-error .MuiOutlinedInput-notchedOutline{border-color:#d32f2f;}.css-1uer1sc.Mui-disabled .MuiOutlinedInput-notchedOutline{border-color:rgba(0, 0, 0, 0.26);}</style><div class="MuiInputBase-root MuiOutlinedInput-root  MuiInputBase-colorPrimary MuiInputBase-fullWidth MuiInputBase-formControl MuiInputBase-sizeSmall  css-1uer1sc"><style data-emotion="css 1ruewdp">.css-1ruewdp{font:inherit;letter-spacing:inherit;color:currentColor;padding:4px 0 5px;border:0;box-sizing:content-box;background:none;height:1.4375em;margin:0;-webkit-tap-highlight-color:transparent;display:block;min-width:0;width:100%;-webkit-animation-name:mui-auto-fill-cancel;animation-name:mui-auto-fill-cancel;-webkit-animation-duration:10ms;animation-duration:10ms;padding-top:1px;padding:16.5px 14px;padding:8.5px 14px;}.css-1ruewdp::-webkit-input-placeholder{color:currentColor;opacity:0.42;-webkit-transition:opacity 200ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:opacity 200ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;}.css-1ruewdp::-moz-placeholder{color:currentColor;opacity:0.42;-webkit-transition:opacity 200ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:opacity 200ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;}.css-1ruewdp::-ms-input-placeholder{color:currentColor;opacity:0.42;-webkit-transition:opacity 200ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:opacity 200ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;}.css-1ruewdp:focus{outline:0;}.css-1ruewdp:invalid{box-shadow:none;}.css-1ruewdp::-webkit-search-decoration{-webkit-appearance:none;}label[data-shrink=false]+.MuiInputBase-formControl .css-1ruewdp::-webkit-input-placeholder{opacity:0!important;}label[data-shrink=false]+.MuiInputBase-formControl .css-1ruewdp::-moz-placeholder{opacity:0!important;}label[data-shrink=false]+.MuiInputBase-formControl .css-1ruewdp::-ms-input-placeholder{opacity:0!important;}label[data-shrink=false]+.MuiInputBase-formControl .css-1ruewdp:focus::-webkit-input-placeholder{opacity:0.42;}label[data-shrink=false]+.MuiInputBase-formControl .css-1ruewdp:focus::-moz-placeholder{opacity:0.42;}label[data-shrink=false]+.MuiInputBase-formControl .css-1ruewdp:focus::-ms-input-placeholder{opacity:0.42;}.css-1ruewdp.Mui-disabled{opacity:1;-webkit-text-fill-color:rgba(0, 0, 0, 0.38);}.css-1ruewdp:-webkit-autofill{-webkit-animation-duration:5000s;animation-duration:5000s;-webkit-animation-name:mui-auto-fill;animation-name:mui-auto-fill;}.css-1ruewdp:-webkit-autofill{border-radius:inherit;}</style><input aria-invalid="false" id=":Rcrj6fja:" type="text" class="MuiInputBase-input MuiOutlinedInput-input  MuiInputBase-inputSizeSmall  css-1ruewdp"/><style data-emotion="css 19w1uun">.css-19w1uun{border-color:rgba(0, 0, 0, 0.23);}</style><style data-emotion="css igs3ac">.css-igs3ac{text-align:left;position:absolute;bottom:0;right:0;top:-5px;left:0;margin:0;padding:0 8px;pointer-events:none;border-radius:inherit;border-style:solid;border-width:1px;overflow:hidden;min-width:0%;border-color:rgba(0, 0, 0, 0.23);}</style><fieldset aria-hidden="true" class="MuiOutlinedInput-notchedOutline  css-igs3ac"><style data-emotion="css 1pbc52w">.css-1pbc52w{float:unset;width:auto;overflow:hidden;display:block;padding:0;height:11px;font-size:0.75em;visibility:hidden;max-width:0.01px;-webkit-transition:max-width 50ms cubic-bezier(0.0, 0, 0.2, 1) 0ms;transition:max-width 50ms cubic-bezier(0.0, 0, 0.2, 1) 0ms;white-space:nowrap;}.css-1pbc52w>span{padding-left:5px;padding-right:5px;display:inline-block;opacity:0;visibility:visible;}</style><legend class="css-1pbc52w"><span>Ask me anything</span></legend></fieldset></div></div></div><style data-emotion="css g1bfo2">.css-g1bfo2{-webkit-box-flex:0;-webkit-flex-grow:0;-ms-flex-positive:0;flex-grow:0;-webkit-flex-basis:auto;-ms-flex-preferred-size:auto;flex-basis:auto;width:calc(100% * 12 / var(--Grid-columns));min-width:0;box-sizing:border-box;padding:calc(var(--Grid-rowSpacing) / 2) calc(var(--Grid-columnSpacing) / 2);margin-left:32px;border:1px solid;border-color:rgba(0, 0, 0, 0.23);border-radius:80px;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;background-color:rgba(139, 90, 43, 0.4);width:35px;height:35px;}</style><div class="MuiGrid2-root MuiGrid2-direction-xs-row MuiGrid2-grid-xs-12 css-g1bfo2"><style data-emotion="css 2xvjrj">.css-2xvjrj{font-family:'DM Sans',Inter,sans-serif;font-weight:500;font-size:0.875rem;line-height:1.75;text-transform:uppercase;min-width:64px;padding:6px 16px;border:0;border-radius:4px;-webkit-transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;transition:background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms,color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;padding:6px 8px;color:var(--variant-textColor);background-color:var(--variant-textBg);--variant-textColor:#EDE8D0;--variant-outlinedColor:#EDE8D0;--variant-outlinedBorder:rgba(237, 232, 208, 0.5);--variant-containedColor:rgba(0, 0, 0, 0.87);--variant-containedBg:#EDE8D0;}.css-2xvjrj:hover{-webkit-text-decoration:none;text-decoration:none;}.css-2xvjrj.Mui-disabled{color:rgba(0, 0, 0, 0.26);}@media (hover: hover){.css-2xvjrj:hover{--variant-containedBg:rgb(165, 162, 145);--variant-textBg:rgba(237, 232, 208, 0.04);--variant-outlinedBorder:#EDE8D0;--variant-outlinedBg:rgba(237, 232, 208, 0.04);}}</style><style data-emotion="css 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diff --git a/Api/src/out/index.txt b/Api/src/out/index.txt
new file mode 100644
index 0000000000000000000000000000000000000000..08b30ab147955aca46eca362f9d2bfa0b0cae046
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+3:I[9471,["324","static/chunks/324-5c86793bec652c55.js","931","static/chunks/app/page-10e8a35fca12752e.js"],"default"]
+4:I[9275,[],""]
+5:I[1343,[],""]
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diff --git a/Api/src/out/next.svg b/Api/src/out/next.svg
new file mode 100644
index 0000000000000000000000000000000000000000..5174b28c565c285e3e312ec5178be64fbeca8398
--- /dev/null
+++ b/Api/src/out/next.svg
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 394 80"><path fill="#000" d="M262 0h68.5v12.7h-27.2v66.6h-13.6V12.7H262V0ZM149 0v12.7H94v20.4h44.3v12.6H94v21h55v12.6H80.5V0h68.7zm34.3 0h-17.8l63.8 79.4h17.9l-32-39.7 32-39.6h-17.9l-23 28.6-23-28.6zm18.3 56.7-9-11-27.1 33.7h17.8l18.3-22.7z"/><path fill="#000" d="M81 79.3 17 0H0v79.3h13.6V17l50.2 62.3H81Zm252.6-.4c-1 0-1.8-.4-2.5-1s-1.1-1.6-1.1-2.6.3-1.8 1-2.5 1.6-1 2.6-1 1.8.3 2.5 1a3.4 3.4 0 0 1 .6 4.3 3.7 3.7 0 0 1-3 1.8zm23.2-33.5h6v23.3c0 2.1-.4 4-1.3 5.5a9.1 9.1 0 0 1-3.8 3.5c-1.6.8-3.5 1.3-5.7 1.3-2 0-3.7-.4-5.3-1s-2.8-1.8-3.7-3.2c-.9-1.3-1.4-3-1.4-5h6c.1.8.3 1.6.7 2.2s1 1.2 1.6 1.5c.7.4 1.5.5 2.4.5 1 0 1.8-.2 2.4-.6a4 4 0 0 0 1.6-1.8c.3-.8.5-1.8.5-3V45.5zm30.9 9.1a4.4 4.4 0 0 0-2-3.3 7.5 7.5 0 0 0-4.3-1.1c-1.3 0-2.4.2-3.3.5-.9.4-1.6 1-2 1.6a3.5 3.5 0 0 0-.3 4c.3.5.7.9 1.3 1.2l1.8 1 2 .5 3.2.8c1.3.3 2.5.7 3.7 1.2a13 13 0 0 1 3.2 1.8 8.1 8.1 0 0 1 3 6.5c0 2-.5 3.7-1.5 5.1a10 10 0 0 1-4.4 3.5c-1.8.8-4.1 1.2-6.8 1.2-2.6 0-4.9-.4-6.8-1.2-2-.8-3.4-2-4.5-3.5a10 10 0 0 1-1.7-5.6h6a5 5 0 0 0 3.5 4.6c1 .4 2.2.6 3.4.6 1.3 0 2.5-.2 3.5-.6 1-.4 1.8-1 2.4-1.7a4 4 0 0 0 .8-2.4c0-.9-.2-1.6-.7-2.2a11 11 0 0 0-2.1-1.4l-3.2-1-3.8-1c-2.8-.7-5-1.7-6.6-3.2a7.2 7.2 0 0 1-2.4-5.7 8 8 0 0 1 1.7-5 10 10 0 0 1 4.3-3.5c2-.8 4-1.2 6.4-1.2 2.3 0 4.4.4 6.2 1.2 1.8.8 3.2 2 4.3 3.4 1 1.4 1.5 3 1.5 5h-5.8z"/></svg>
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diff --git a/Api/src/out/vercel.svg b/Api/src/out/vercel.svg
new file mode 100644
index 0000000000000000000000000000000000000000..d2f84222734f27b623d1c80dda3561b04d1284af
--- /dev/null
+++ b/Api/src/out/vercel.svg
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 283 64"><path fill="black" d="M141 16c-11 0-19 7-19 18s9 18 20 18c7 0 13-3 16-7l-7-5c-2 3-6 4-9 4-5 0-9-3-10-7h28v-3c0-11-8-18-19-18zm-9 15c1-4 4-7 9-7s8 3 9 7h-18zm117-15c-11 0-19 7-19 18s9 18 20 18c6 0 12-3 16-7l-8-5c-2 3-5 4-8 4-5 0-9-3-11-7h28l1-3c0-11-8-18-19-18zm-10 15c2-4 5-7 10-7s8 3 9 7h-19zm-39 3c0 6 4 10 10 10 4 0 7-2 9-5l8 5c-3 5-9 8-17 8-11 0-19-7-19-18s8-18 19-18c8 0 14 3 17 8l-8 5c-2-3-5-5-9-5-6 0-10 4-10 10zm83-29v46h-9V5h9zM37 0l37 64H0L37 0zm92 5-27 48L74 5h10l18 30 17-30h10zm59 12v10l-3-1c-6 0-10 4-10 10v15h-9V17h9v9c0-5 6-9 13-9z"/></svg>
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diff --git a/Api/test.ipynb b/Api/test.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..be6960c6b0845115d584b2d2e65dfc9ccc763139
--- /dev/null
+++ b/Api/test.ipynb
@@ -0,0 +1,362 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import PyPDF2\n",
+    "from PyPDF2 import PdfReader\n",
+    "import os"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import json\n",
+    "from src.db_local_storage.files_db import VECTOR_FILES_DIRECTORY\n",
+    "\n",
+    "\n",
+    "with open(VECTOR_FILES_DIRECTORY, \"r\") as file:\n",
+    "    loaded_data = json.load(file)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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-0.12985070049762726, 0.19014285504817963, 0.17215973138809204, 0.20680564641952515, 0.08599716424942017, 0.057784561067819595, -0.21372999250888824, 0.14019109308719635, 0.287504106760025, -0.019741084426641464, -0.2658323645591736, -0.4153008759021759, -0.0035018271300941706]\n"
+     ]
+    }
+   ],
+   "source": [
+    "for document in loaded_data.values():\n",
+    "  print(document[\"data\"][0][\"embedding\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def organize_db(db):\n",
+    "  text_data = [] \n",
+    "  embeddings = []\n",
+    "\n",
+    "  for document in db.values():\n",
+    "    for page in document[\"data\"]:\n",
+    "      text_data.append(page[\"metadata\"][\"original_text\"])\n",
+    "      embeddings.append(page[\"embedding\"])\n",
+    "  return text_data, embeddings\n",
+    "\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "text_data, embeddings = organize_db(loaded_data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['Dear Hiring Manager,\\nI am writing to express my interest in the Machine Learning / AI Scientist position at Grazper.\\nWith a strong background in human-centered artificial intelligence, hands-on experience in\\ndeveloping machine learning models, and a deep passion for applying AI to solve real-world\\nproblems, I am excited about the opportunity to contribute to Grazper’s innovative work in\\nhuman pose estimation and behavioral analysis.\\nMy role as Co-Founder of NeoCareU had provided me with extensive experience',\n",
+       " ' in\\ndeveloping Python-based infrastructures for graph search functionality, utilizing frameworks\\nsuch as FastAPI and Uvicorn. I have led end-to-end development of features, improving user\\nexperiences and backend processes with technologies like Node.js and TypeScript. This\\nexperience has sharpened my software development skills and my ability to translate\\ncomplex machine learning concepts into practical applications, a key requirement for the role\\nat Grazper.\\nIn addition to my professional experience, I hol',\n",
+       " 'd a Master’s in Human-Centered Artificial\\nIntelligence from Denmark’s Technical University. During my studies, I focused on computer\\nvision and deep learning, gaining familiarity with models such as AlphaPose with its\\nResNet-50 backbone for 2D pose estimation, and MotionBERT for 3D pose estimation.\\nThese skills will be invaluable in collaborating with the diverse and talented team at Grazper.\\nThank you for considering my application. I am eager to bring my skills in machine learning,\\ncomputer vision, and so',\n",
+       " 'ftware development to Grazper and to help drive the continued\\ninnovation that the company is known for. I look forward to the possibility of discussing how\\nmy background, skills, and experiences align with the needs of your team.\\nSincerely,']"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "text_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def lexical_search(query: str, chunks: list) -> list:\n",
+    "        return [chunk for chunk in chunks if query.lower() in chunk.lower()]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from transformers import pipeline\n",
+    "\n",
+    "qa_pipeline = pipeline(\n",
+    "            \"question-answering\", model=\"deepset/roberta-base-squad2\"\n",
+    "        )\n",
+    "\n",
+    "query = \"What is the capital of Germany?\"\n",
+    "context = \"The capital of Germany is Paris\"\n",
+    "response = qa_pipeline(question=query, context=context)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'message': 'Paris',\n",
+       " 'context_used': 'The capital of Germany is Paris',\n",
+       " 'chunks': 'The capital of Germany is Paris'}"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "{\"message\": response['answer'], \"context_used\": context, \"chunks\": context}\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from typing import List\n",
+    "import numpy as np\n",
+    "\n",
+    "def semantic_search(query: str, chunks: List[str], embeddings: np.ndarray, model) -> List[str]:\n",
+    "    query_embedding = model.encode([query])\n",
+    "    similarities = np.dot(embeddings, query_embedding.T).flatten()\n",
+    "    top_indices = np.argsort(-similarities)[:3]  # Get top 3 results\n",
+    "    return [chunks[i] for i in top_indices]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[' in\\ndeveloping Python-based infrastructures for graph search functionality, utilizing frameworks\\nsuch as FastAPI and Uvicorn. I have led end-to-end development of features, improving user\\nexperiences and backend processes with technologies like Node.js and TypeScript. This\\nexperience has sharpened my software development skills and my ability to translate\\ncomplex machine learning concepts into practical applications, a key requirement for the role\\nat Grazper.\\nIn addition to my professional experience, I hol',\n",
+       " 'ftware development to Grazper and to help drive the continued\\ninnovation that the company is known for. I look forward to the possibility of discussing how\\nmy background, skills, and experiences align with the needs of your team.\\nSincerely,']"
+      ]
+     },
+     "execution_count": 47,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "lexical_search(\"ware\", text_data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "True\n",
+      "True\n"
+     ]
+    }
+   ],
+   "source": [
+    "# file_path = \"/home/alexabades/DocuRAG/Api/src/db_local_storage/files/doc_test.pdf\"\n",
+    "file_path = \"/home/alexabades/DocuRAG/Api/doc_test.pdf\"\n",
+    "\n",
+    "print(os.path.exists(file_path))\n",
+    "print(os.access(file_path, os.R_OK))\n",
+    "\n",
+    "with open(file_path, \"rb\") as pdf_file:\n",
+    "    reader = PdfReader(pdf_file)\n",
+    "    text = \"\"\n",
+    "    for page in reader.pages:\n",
+    "        text += page.extract_text()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pdfplumber\n",
+    "\n",
+    "# with pdfplumber.open(file_path) as pdf:\n",
+    "#     first_page = pdf.pages[0]\n",
+    "#     print(first_page.extract_text())\n",
+    "\n",
+    "with pdfplumber.open(file_path) as pdf:\n",
+    "    text = \"\"\n",
+    "    for page in pdf.pages:\n",
+    "        text += page.extract_text()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def chunk_text(text, chunk_size=512):\n",
+    "    chunks = [text[i : i + chunk_size] for i in range(0, len(text), chunk_size)]\n",
+    "    return chunks"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "chunks = chunk_text(text)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/alexabades/DocuRAG/Api/venv/lib/python3.10/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:11: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from tqdm.autonotebook import tqdm, trange\n",
+      "/home/alexabades/DocuRAG/Api/venv/lib/python3.10/site-packages/torch/cuda/__init__.py:128: UserWarning: CUDA initialization: The NVIDIA driver on your system is too old (found version 11070). Please update your GPU driver by downloading and installing a new version from the URL: http://www.nvidia.com/Download/index.aspx Alternatively, go to: https://pytorch.org to install a PyTorch version that has been compiled with your version of the CUDA driver. (Triggered internally at ../c10/cuda/CUDAFunctions.cpp:108.)\n",
+      "  return torch._C._cuda_getDeviceCount() > 0\n",
+      "/home/alexabades/DocuRAG/Api/venv/lib/python3.10/site-packages/transformers/tokenization_utils_base.py:1601: FutureWarning: `clean_up_tokenization_spaces` was not set. It will be set to `True` by default. This behavior will be depracted in transformers v4.45, and will be then set to `False` by default. For more details check this issue: https://github.com/huggingface/transformers/issues/31884\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Dear Hiring Manager,\n",
+      "I am writing to express my interest in the Machine Learning / AI Scientist position at Grazper.\n",
+      "With a strong background in human-centered artificial intelligence, hands-on experience in\n",
+      "developing machine learning models, and a deep passion for applying AI to solve real-world\n",
+      "problems, I am excited about the opportunity to contribute to Grazper’s innovative work in\n",
+      "human pose estimation and behavioral analysis.\n",
+      "My role as Co-Founder of NeoCareU had provided me with extensive experience\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sentence_transformers import SentenceTransformer\n",
+    "\n",
+    "\n",
+    "model = SentenceTransformer(\"paraphrase-MiniLM-L6-v2\")\n",
+    "\n",
+    "embeddings = []\n",
+    "for chunk in chunks:\n",
+    "    embeddings.append(model.encode(chunk))\n",
+    "    print(chunk)\n",
+    "    break"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "path = \"/home/alexabades/DocuRAG/Api/src/db_local_storage/vectorized_db/vectorized_data.json\"\n",
+    "\n",
+    "import json\n",
+    "\n",
+    "with open(path, \"r\") as f:\n",
+    "    loaded_data = json.load(f)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{}"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "loaded_data[\"emedding_data\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pdf_reader = PyPDF2.PdfReader(io.BytesIO(pdf_file.file.read()))\n",
+    "text = \"\"\n",
+    "for page_num in range(pdf_reader.numPages):\n",
+    "    page = pdf_reader.getPage(page_num)\n",
+    "    text += page.extract_text()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "venv",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/App/my-app/.eslintrc.json b/App/my-app/.eslintrc.json
new file mode 100644
index 0000000000000000000000000000000000000000..bffb357a7122523ec94045523758c4b825b448ef
--- /dev/null
+++ b/App/my-app/.eslintrc.json
@@ -0,0 +1,3 @@
+{
+  "extends": "next/core-web-vitals"
+}
diff --git a/App/my-app/.gitignore b/App/my-app/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..fd3dbb571a12a1c3baf000db049e141c888d05a8
--- /dev/null
+++ b/App/my-app/.gitignore
@@ -0,0 +1,36 @@
+# See https://help.github.com/articles/ignoring-files/ for more about ignoring files.
+
+# dependencies
+/node_modules
+/.pnp
+.pnp.js
+.yarn/install-state.gz
+
+# testing
+/coverage
+
+# next.js
+/.next/
+/out/
+
+# production
+/build
+
+# misc
+.DS_Store
+*.pem
+
+# debug
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+
+# local env files
+.env*.local
+
+# vercel
+.vercel
+
+# typescript
+*.tsbuildinfo
+next-env.d.ts
diff --git a/App/my-app/README.md b/App/my-app/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..c4033664f80d3cb9cb687fb5facbc82aedb302f6
--- /dev/null
+++ b/App/my-app/README.md
@@ -0,0 +1,36 @@
+This is a [Next.js](https://nextjs.org/) project bootstrapped with [`create-next-app`](https://github.com/vercel/next.js/tree/canary/packages/create-next-app).
+
+## Getting Started
+
+First, run the development server:
+
+```bash
+npm run dev
+# or
+yarn dev
+# or
+pnpm dev
+# or
+bun dev
+```
+
+Open [http://localhost:3000](http://localhost:3000) with your browser to see the result.
+
+You can start editing the page by modifying `app/page.tsx`. The page auto-updates as you edit the file.
+
+This project uses [`next/font`](https://nextjs.org/docs/basic-features/font-optimization) to automatically optimize and load Inter, a custom Google Font.
+
+## Learn More
+
+To learn more about Next.js, take a look at the following resources:
+
+- [Next.js Documentation](https://nextjs.org/docs) - learn about Next.js features and API.
+- [Learn Next.js](https://nextjs.org/learn) - an interactive Next.js tutorial.
+
+You can check out [the Next.js GitHub repository](https://github.com/vercel/next.js/) - your feedback and contributions are welcome!
+
+## Deploy on Vercel
+
+The easiest way to deploy your Next.js app is to use the [Vercel Platform](https://vercel.com/new?utm_medium=default-template&filter=next.js&utm_source=create-next-app&utm_campaign=create-next-app-readme) from the creators of Next.js.
+
+Check out our [Next.js deployment documentation](https://nextjs.org/docs/deployment) for more details.
diff --git a/App/my-app/next.config.mjs b/App/my-app/next.config.mjs
new file mode 100644
index 0000000000000000000000000000000000000000..516812c7a5f1e588c44df78eddfac66d6ce6aa27
--- /dev/null
+++ b/App/my-app/next.config.mjs
@@ -0,0 +1,7 @@
+/** @type {import('next').NextConfig} */
+const nextConfig = {
+  output: 'export',
+  // other configurations can go here
+};
+
+export default nextConfig;
diff --git a/App/my-app/package-lock.json b/App/my-app/package-lock.json
new file mode 100644
index 0000000000000000000000000000000000000000..30e587e37d97ec48d7b6ccadc3d2de52fc30a1f9
--- /dev/null
+++ b/App/my-app/package-lock.json
@@ -0,0 +1,5680 @@
+{
+  "name": "my-app",
+  "version": "0.1.0",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "my-app",
+      "version": "0.1.0",
+      "dependencies": {
+        "@emotion/react": "^11.13.3",
+        "@emotion/styled": "^11.13.0",
+        "@mui/icons-material": "^6.0.0",
+        "@mui/material": "^6.0.0",
+        "next": "14.2.6",
+        "notistack": "^3.0.1",
+        "react": "^18",
+        "react-dom": "^18"
+      },
+      "devDependencies": {
+        "@types/node": "^20",
+        "@types/react": "^18",
+        "@types/react-dom": "^18",
+        "eslint": "^8",
+        "eslint-config-next": "14.2.6",
+        "postcss": "^8",
+        "tailwindcss": "^3.4.1",
+        "typescript": "^5"
+      }
+    },
+    "node_modules/@alloc/quick-lru": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@alloc/quick-lru/-/quick-lru-5.2.0.tgz",
+      "integrity": "sha512-UrcABB+4bUrFABwbluTIBErXwvbsU/V7TZWfmbgJfbkwiBuziS9gxdODUyuiecfdGQ85jglMW6juS3+z5TsKLw==",
+      "dev": true,
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
+    "node_modules/@babel/code-frame": {
+      "version": "7.24.7",
+      "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.24.7.tgz",
+      "integrity": "sha512-BcYH1CVJBO9tvyIZ2jVeXgSIMvGZ2FDRvDdOIVQyuklNKSsx+eppDEBq/g47Ayw+RqNFE+URvOShmf+f/qwAlA==",
+      "dependencies": {
+        "@babel/highlight": "^7.24.7",
+        "picocolors": "^1.0.0"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/generator": {
+      "version": "7.25.5",
+      "resolved": "https://registry.npmjs.org/@babel/generator/-/generator-7.25.5.tgz",
+      "integrity": "sha512-abd43wyLfbWoxC6ahM8xTkqLpGB2iWBVyuKC9/srhFunCd1SDNrV1s72bBpK4hLj8KLzHBBcOblvLQZBNw9r3w==",
+      "dependencies": {
+        "@babel/types": "^7.25.4",
+        "@jridgewell/gen-mapping": "^0.3.5",
+        "@jridgewell/trace-mapping": "^0.3.25",
+        "jsesc": "^2.5.1"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-module-imports": {
+      "version": "7.24.7",
+      "resolved": "https://registry.npmjs.org/@babel/helper-module-imports/-/helper-module-imports-7.24.7.tgz",
+      "integrity": "sha512-8AyH3C+74cgCVVXow/myrynrAGv+nTVg5vKu2nZph9x7RcRwzmh0VFallJuFTZ9mx6u4eSdXZfcOzSqTUm0HCA==",
+      "dependencies": {
+        "@babel/traverse": "^7.24.7",
+        "@babel/types": "^7.24.7"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-string-parser": {
+      "version": "7.24.8",
+      "resolved": "https://registry.npmjs.org/@babel/helper-string-parser/-/helper-string-parser-7.24.8.tgz",
+      "integrity": "sha512-pO9KhhRcuUyGnJWwyEgnRJTSIZHiT+vMD0kPeD+so0l7mxkMT19g3pjY9GTnHySck/hDzq+dtW/4VgnMkippsQ==",
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-validator-identifier": {
+      "version": "7.24.7",
+      "resolved": "https://registry.npmjs.org/@babel/helper-validator-identifier/-/helper-validator-identifier-7.24.7.tgz",
+      "integrity": "sha512-rR+PBcQ1SMQDDyF6X0wxtG8QyLCgUB0eRAGguqRLfkCA87l7yAP7ehq8SNj96OOGTO8OBV70KhuFYcIkHXOg0w==",
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/highlight": {
+      "version": "7.24.7",
+      "resolved": "https://registry.npmjs.org/@babel/highlight/-/highlight-7.24.7.tgz",
+      "integrity": "sha512-EStJpq4OuY8xYfhGVXngigBJRWxftKX9ksiGDnmlY3o7B/V7KIAc9X4oiK87uPJSc/vs5L869bem5fhZa8caZw==",
+      "dependencies": {
+        "@babel/helper-validator-identifier": "^7.24.7",
+        "chalk": "^2.4.2",
+        "js-tokens": "^4.0.0",
+        "picocolors": "^1.0.0"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/highlight/node_modules/ansi-styles": {
+      "version": "3.2.1",
+      "resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-3.2.1.tgz",
+      "integrity": "sha512-VT0ZI6kZRdTh8YyJw3SMbYm/u+NqfsAxEpWO0Pf9sq8/e94WxxOpPKx9FR1FlyCtOVDNOQ+8ntlqFxiRc+r5qA==",
+      "dependencies": {
+        "color-convert": "^1.9.0"
+      },
+      "engines": {
+        "node": ">=4"
+      }
+    },
+    "node_modules/@babel/highlight/node_modules/chalk": {
+      "version": "2.4.2",
+      "resolved": "https://registry.npmjs.org/chalk/-/chalk-2.4.2.tgz",
+      "integrity": "sha512-Mti+f9lpJNcwF4tWV8/OrTTtF1gZi+f8FqlyAdouralcFWFQWF2+NgCHShjkCb+IFBLq9buZwE1xckQU4peSuQ==",
+      "dependencies": {
+        "ansi-styles": "^3.2.1",
+        "escape-string-regexp": "^1.0.5",
+        "supports-color": "^5.3.0"
+      },
+      "engines": {
+        "node": ">=4"
+      }
+    },
+    "node_modules/@babel/highlight/node_modules/color-convert": {
+      "version": "1.9.3",
+      "resolved": "https://registry.npmjs.org/color-convert/-/color-convert-1.9.3.tgz",
+      "integrity": "sha512-QfAUtd+vFdAtFQcC8CCyYt1fYWxSqAiK2cSD6zDB8N3cpsEBAvRxp9zOGg6G/SHHJYAT88/az/IuDGALsNVbGg==",
+      "dependencies": {
+        "color-name": "1.1.3"
+      }
+    },
+    "node_modules/@babel/highlight/node_modules/color-name": {
+      "version": "1.1.3",
+      "resolved": "https://registry.npmjs.org/color-name/-/color-name-1.1.3.tgz",
+      "integrity": "sha512-72fSenhMw2HZMTVHeCA9KCmpEIbzWiQsjN+BHcBbS9vr1mtt+vJjPdksIBNUmKAW8TFUDPJK5SUU3QhE9NEXDw=="
+    },
+    "node_modules/@babel/highlight/node_modules/escape-string-regexp": {
+      "version": "1.0.5",
+      "resolved": "https://registry.npmjs.org/escape-string-regexp/-/escape-string-regexp-1.0.5.tgz",
+      "integrity": "sha512-vbRorB5FUQWvla16U8R/qgaFIya2qGzwDrNmCZuYKrbdSUMG6I1ZCGQRefkRVhuOkIGVne7BQ35DSfo1qvJqFg==",
+      "engines": {
+        "node": ">=0.8.0"
+      }
+    },
+    "node_modules/@babel/highlight/node_modules/has-flag": {
+      "version": "3.0.0",
+      "resolved": "https://registry.npmjs.org/has-flag/-/has-flag-3.0.0.tgz",
+      "integrity": "sha512-sKJf1+ceQBr4SMkvQnBDNDtf4TXpVhVGateu0t918bl30FnbE2m4vNLX+VWe/dpjlb+HugGYzW7uQXH98HPEYw==",
+      "engines": {
+        "node": ">=4"
+      }
+    },
+    "node_modules/@babel/highlight/node_modules/supports-color": {
+      "version": "5.5.0",
+      "resolved": "https://registry.npmjs.org/supports-color/-/supports-color-5.5.0.tgz",
+      "integrity": "sha512-QjVjwdXIt408MIiAqCX4oUKsgU2EqAGzs2Ppkm4aQYbjm+ZEWEcW4SfFNTr4uMNZma0ey4f5lgLrkB0aX0QMow==",
+      "dependencies": {
+        "has-flag": "^3.0.0"
+      },
+      "engines": {
+        "node": ">=4"
+      }
+    },
+    "node_modules/@babel/parser": {
+      "version": "7.25.4",
+      "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.25.4.tgz",
+      "integrity": "sha512-nq+eWrOgdtu3jG5Os4TQP3x3cLA8hR8TvJNjD8vnPa20WGycimcparWnLK4jJhElTK6SDyuJo1weMKO/5LpmLA==",
+      "dependencies": {
+        "@babel/types": "^7.25.4"
+      },
+      "bin": {
+        "parser": "bin/babel-parser.js"
+      },
+      "engines": {
+        "node": ">=6.0.0"
+      }
+    },
+    "node_modules/@babel/runtime": {
+      "version": "7.25.4",
+      "resolved": "https://registry.npmjs.org/@babel/runtime/-/runtime-7.25.4.tgz",
+      "integrity": "sha512-DSgLeL/FNcpXuzav5wfYvHCGvynXkJbn3Zvc3823AEe9nPwW9IK4UoCSS5yGymmQzN0pCPvivtgS6/8U2kkm1w==",
+      "dependencies": {
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+    },
+    "node_modules/word-wrap": {
+      "version": "1.2.5",
+      "resolved": "https://registry.npmjs.org/word-wrap/-/word-wrap-1.2.5.tgz",
+      "integrity": "sha512-BN22B5eaMMI9UMtjrGd5g5eCYPpCPDUy0FJXbYsaT5zYxjFOckS53SQDE3pWkVoWpHXVb3BrYcEN4Twa55B5cA==",
+      "dev": true,
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
+    "node_modules/wrap-ansi": {
+      "version": "8.1.0",
+      "resolved": "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-8.1.0.tgz",
+      "integrity": "sha512-si7QWI6zUMq56bESFvagtmzMdGOtoxfR+Sez11Mobfc7tm+VkUckk9bW2UeffTGVUbOksxmSw0AA2gs8g71NCQ==",
+      "dev": true,
+      "dependencies": {
+        "ansi-styles": "^6.1.0",
+        "string-width": "^5.0.1",
+        "strip-ansi": "^7.0.1"
+      },
+      "engines": {
+        "node": ">=12"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/wrap-ansi?sponsor=1"
+      }
+    },
+    "node_modules/wrap-ansi-cjs": {
+      "name": "wrap-ansi",
+      "version": "7.0.0",
+      "resolved": "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-7.0.0.tgz",
+      "integrity": "sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q==",
+      "dev": true,
+      "dependencies": {
+        "ansi-styles": "^4.0.0",
+        "string-width": "^4.1.0",
+        "strip-ansi": "^6.0.0"
+      },
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/wrap-ansi?sponsor=1"
+      }
+    },
+    "node_modules/wrap-ansi-cjs/node_modules/emoji-regex": {
+      "version": "8.0.0",
+      "resolved": "https://registry.npmjs.org/emoji-regex/-/emoji-regex-8.0.0.tgz",
+      "integrity": "sha512-MSjYzcWNOA0ewAHpz0MxpYFvwg6yjy1NG3xteoqz644VCo/RPgnr1/GGt+ic3iJTzQ8Eu3TdM14SawnVUmGE6A==",
+      "dev": true
+    },
+    "node_modules/wrap-ansi-cjs/node_modules/string-width": {
+      "version": "4.2.3",
+      "resolved": "https://registry.npmjs.org/string-width/-/string-width-4.2.3.tgz",
+      "integrity": "sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g==",
+      "dev": true,
+      "dependencies": {
+        "emoji-regex": "^8.0.0",
+        "is-fullwidth-code-point": "^3.0.0",
+        "strip-ansi": "^6.0.1"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
+    "node_modules/wrap-ansi/node_modules/ansi-regex": {
+      "version": "6.0.1",
+      "resolved": "https://registry.npmjs.org/ansi-regex/-/ansi-regex-6.0.1.tgz",
+      "integrity": "sha512-n5M855fKb2SsfMIiFFoVrABHJC8QtHwVx+mHWP3QcEqBHYienj5dHSgjbxtC0WEZXYt4wcD6zrQElDPhFuZgfA==",
+      "dev": true,
+      "engines": {
+        "node": ">=12"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/ansi-regex?sponsor=1"
+      }
+    },
+    "node_modules/wrap-ansi/node_modules/ansi-styles": {
+      "version": "6.2.1",
+      "resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-6.2.1.tgz",
+      "integrity": "sha512-bN798gFfQX+viw3R7yrGWRqnrN2oRkEkUjjl4JNn4E8GxxbjtG3FbrEIIY3l8/hrwUwIeCZvi4QuOTP4MErVug==",
+      "dev": true,
+      "engines": {
+        "node": ">=12"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/ansi-styles?sponsor=1"
+      }
+    },
+    "node_modules/wrap-ansi/node_modules/strip-ansi": {
+      "version": "7.1.0",
+      "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-7.1.0.tgz",
+      "integrity": "sha512-iq6eVVI64nQQTRYq2KtEg2d2uU7LElhTJwsH4YzIHZshxlgZms/wIc4VoDQTlG/IvVIrBKG06CrZnp0qv7hkcQ==",
+      "dev": true,
+      "dependencies": {
+        "ansi-regex": "^6.0.1"
+      },
+      "engines": {
+        "node": ">=12"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/strip-ansi?sponsor=1"
+      }
+    },
+    "node_modules/wrappy": {
+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
+      "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==",
+      "dev": true
+    },
+    "node_modules/yaml": {
+      "version": "2.5.0",
+      "resolved": "https://registry.npmjs.org/yaml/-/yaml-2.5.0.tgz",
+      "integrity": "sha512-2wWLbGbYDiSqqIKoPjar3MPgB94ErzCtrNE1FdqGuaO0pi2JGjmE8aW8TDZwzU7vuxcGRdL/4gPQwQ7hD5AMSw==",
+      "dev": true,
+      "bin": {
+        "yaml": "bin.mjs"
+      },
+      "engines": {
+        "node": ">= 14"
+      }
+    },
+    "node_modules/yocto-queue": {
+      "version": "0.1.0",
+      "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
+      "integrity": "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==",
+      "dev": true,
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    }
+  }
+}
diff --git a/App/my-app/package.json b/App/my-app/package.json
new file mode 100644
index 0000000000000000000000000000000000000000..c8e40160bf6b5a0e61efc09dccf1928abf2324f8
--- /dev/null
+++ b/App/my-app/package.json
@@ -0,0 +1,32 @@
+{
+  "name": "my-app",
+  "version": "0.1.0",
+  "private": true,
+  "scripts": {
+    "dev": "next dev",
+    "build": "next build",
+    "start": "next start",
+    "lint": "next lint",
+    "export": "next export"
+  },
+  "dependencies": {
+    "@emotion/react": "^11.13.3",
+    "@emotion/styled": "^11.13.0",
+    "@mui/icons-material": "^6.0.0",
+    "@mui/material": "^6.0.0",
+    "next": "14.2.6",
+    "notistack": "^3.0.1",
+    "react": "^18",
+    "react-dom": "^18"
+  },
+  "devDependencies": {
+    "@types/node": "^20",
+    "@types/react": "^18",
+    "@types/react-dom": "^18",
+    "eslint": "^8",
+    "eslint-config-next": "14.2.6",
+    "postcss": "^8",
+    "tailwindcss": "^3.4.1",
+    "typescript": "^5"
+  }
+}
diff --git a/App/my-app/postcss.config.mjs b/App/my-app/postcss.config.mjs
new file mode 100644
index 0000000000000000000000000000000000000000..1a69fd2a450afc3bf47e08b22c149190df0ffdb4
--- /dev/null
+++ b/App/my-app/postcss.config.mjs
@@ -0,0 +1,8 @@
+/** @type {import('postcss-load-config').Config} */
+const config = {
+  plugins: {
+    tailwindcss: {},
+  },
+};
+
+export default config;
diff --git a/App/my-app/public/next.svg b/App/my-app/public/next.svg
new file mode 100644
index 0000000000000000000000000000000000000000..5174b28c565c285e3e312ec5178be64fbeca8398
--- /dev/null
+++ b/App/my-app/public/next.svg
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 394 80"><path fill="#000" d="M262 0h68.5v12.7h-27.2v66.6h-13.6V12.7H262V0ZM149 0v12.7H94v20.4h44.3v12.6H94v21h55v12.6H80.5V0h68.7zm34.3 0h-17.8l63.8 79.4h17.9l-32-39.7 32-39.6h-17.9l-23 28.6-23-28.6zm18.3 56.7-9-11-27.1 33.7h17.8l18.3-22.7z"/><path fill="#000" d="M81 79.3 17 0H0v79.3h13.6V17l50.2 62.3H81Zm252.6-.4c-1 0-1.8-.4-2.5-1s-1.1-1.6-1.1-2.6.3-1.8 1-2.5 1.6-1 2.6-1 1.8.3 2.5 1a3.4 3.4 0 0 1 .6 4.3 3.7 3.7 0 0 1-3 1.8zm23.2-33.5h6v23.3c0 2.1-.4 4-1.3 5.5a9.1 9.1 0 0 1-3.8 3.5c-1.6.8-3.5 1.3-5.7 1.3-2 0-3.7-.4-5.3-1s-2.8-1.8-3.7-3.2c-.9-1.3-1.4-3-1.4-5h6c.1.8.3 1.6.7 2.2s1 1.2 1.6 1.5c.7.4 1.5.5 2.4.5 1 0 1.8-.2 2.4-.6a4 4 0 0 0 1.6-1.8c.3-.8.5-1.8.5-3V45.5zm30.9 9.1a4.4 4.4 0 0 0-2-3.3 7.5 7.5 0 0 0-4.3-1.1c-1.3 0-2.4.2-3.3.5-.9.4-1.6 1-2 1.6a3.5 3.5 0 0 0-.3 4c.3.5.7.9 1.3 1.2l1.8 1 2 .5 3.2.8c1.3.3 2.5.7 3.7 1.2a13 13 0 0 1 3.2 1.8 8.1 8.1 0 0 1 3 6.5c0 2-.5 3.7-1.5 5.1a10 10 0 0 1-4.4 3.5c-1.8.8-4.1 1.2-6.8 1.2-2.6 0-4.9-.4-6.8-1.2-2-.8-3.4-2-4.5-3.5a10 10 0 0 1-1.7-5.6h6a5 5 0 0 0 3.5 4.6c1 .4 2.2.6 3.4.6 1.3 0 2.5-.2 3.5-.6 1-.4 1.8-1 2.4-1.7a4 4 0 0 0 .8-2.4c0-.9-.2-1.6-.7-2.2a11 11 0 0 0-2.1-1.4l-3.2-1-3.8-1c-2.8-.7-5-1.7-6.6-3.2a7.2 7.2 0 0 1-2.4-5.7 8 8 0 0 1 1.7-5 10 10 0 0 1 4.3-3.5c2-.8 4-1.2 6.4-1.2 2.3 0 4.4.4 6.2 1.2 1.8.8 3.2 2 4.3 3.4 1 1.4 1.5 3 1.5 5h-5.8z"/></svg>
\ No newline at end of file
diff --git a/App/my-app/public/vercel.svg b/App/my-app/public/vercel.svg
new file mode 100644
index 0000000000000000000000000000000000000000..d2f84222734f27b623d1c80dda3561b04d1284af
--- /dev/null
+++ b/App/my-app/public/vercel.svg
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 283 64"><path fill="black" d="M141 16c-11 0-19 7-19 18s9 18 20 18c7 0 13-3 16-7l-7-5c-2 3-6 4-9 4-5 0-9-3-10-7h28v-3c0-11-8-18-19-18zm-9 15c1-4 4-7 9-7s8 3 9 7h-18zm117-15c-11 0-19 7-19 18s9 18 20 18c6 0 12-3 16-7l-8-5c-2 3-5 4-8 4-5 0-9-3-11-7h28l1-3c0-11-8-18-19-18zm-10 15c2-4 5-7 10-7s8 3 9 7h-19zm-39 3c0 6 4 10 10 10 4 0 7-2 9-5l8 5c-3 5-9 8-17 8-11 0-19-7-19-18s8-18 19-18c8 0 14 3 17 8l-8 5c-2-3-5-5-9-5-6 0-10 4-10 10zm83-29v46h-9V5h9zM37 0l37 64H0L37 0zm92 5-27 48L74 5h10l18 30 17-30h10zm59 12v10l-3-1c-6 0-10 4-10 10v15h-9V17h9v9c0-5 6-9 13-9z"/></svg>
\ No newline at end of file
diff --git a/App/my-app/src/Components/Body/index.jsx b/App/my-app/src/Components/Body/index.jsx
new file mode 100644
index 0000000000000000000000000000000000000000..5a5004dfad5ac1df416e04591777bd5642f7724b
--- /dev/null
+++ b/App/my-app/src/Components/Body/index.jsx
@@ -0,0 +1,124 @@
+import baseUrl from "@/services/api/api.config";
+import { useTheme } from "@mui/material";
+import Grid from "@mui/material/Unstable_Grid2";
+import { useEffect, useState } from "react";
+import ChatInterface from "../chatInterface";
+import ChunkInteface from "../chunkInterface";
+import ContextHeader from "../contextHeader";
+import ModelSelection from "../modelSelection";
+import PreviewChunks from "../previewChunks";
+import PreviewDocuments from "../previewDocuments";
+import PreviewHeader from "../previewHeader";
+import SendMessage from "../sendMessage";
+import UploadFile from "../uploadFile";
+
+export default function Body() {
+  const theme = useTheme();
+
+  const [messages, setMessages] = useState([]);
+  const [documents, setDocuments] = useState([]);
+  const [chunks, setChunks] = useState([]);
+  const [previewedChunk, setPreviewedChunk] = useState(null);
+
+  const onSelectedChunk = (chunk) => {
+    if (chunk.documentNumber === previewedChunk) {
+      setPreviewedChunk(null);
+      return;
+    }
+    setPreviewedChunk(chunk.documentNumber);
+  };
+  console.log(chunks[previewedChunk])
+
+  const fetchMessages = async () => {
+    const url = `${baseUrl}/query/get_messages`;
+
+    const response = await fetch(url);
+    const messagesResponse = await response.json();
+    setMessages(messagesResponse.data);
+  };
+
+  const fetchDocuments = async () => {
+    const url = `${baseUrl}/upload/get_documents`;
+
+    const response = await fetch(url);
+    const documentsResponse = await response.json();
+    setDocuments(documentsResponse.data);
+  };
+
+  const fetchChunks = async () => {
+    const url = `${baseUrl}/upload/get_embeddings`;
+
+    const response = await fetch(url);
+    const chunksResponse = await response.json();
+
+    let idCounter = 1;
+
+    const transformedData = Object.keys(chunksResponse.data).flatMap(
+      (documentKey) => {
+        const documentData = chunksResponse.data[documentKey];
+
+        return documentData.data.map((chunk) => {
+          return {
+            id: idCounter++,
+            text: chunk.metadata.original_text,
+          };
+        });
+      }
+    );
+
+    setChunks(transformedData);
+  };
+
+  useEffect(() => {
+    fetchMessages();
+    fetchDocuments();
+    fetchChunks();
+  }, []);
+
+  return (
+    <>
+      <Grid container mt={1} style={{ height: "97vh" }}>
+        <Grid
+          item
+          xs={12}
+          sm={5}
+          p={1}
+          style={{ display: "flex", flexDirection: "column", height: "100%" }}
+        >
+          <ModelSelection></ModelSelection>
+          <ChatInterface messages={messages}></ChatInterface>
+          <SendMessage fetchMessages={fetchMessages}></SendMessage>
+        </Grid>
+        <Grid
+          item
+          xs={12}
+          sm={2}
+          p={1}
+          style={{ display: "flex", flexDirection: "column", height: "100%" }}
+        >
+          <ContextHeader chunks={2} documents={1} />
+          <PreviewChunks chunks={chunks} onSelectedChunk={onSelectedChunk} />
+          <PreviewDocuments
+            documents={documents}
+            fetchDocuments={fetchDocuments}
+            fetchChunks={fetchChunks}
+          />
+          <UploadFile
+            fetchDocuments={fetchDocuments}
+            fetchChunks={fetchChunks}
+          />
+        </Grid>
+        <Grid
+          item
+          xs={12}
+          sm={5}
+          p={1}
+          style={{ display: "flex", flexDirection: "column", height: "100%" }}
+        >
+          <PreviewHeader></PreviewHeader>
+          <ChunkInteface chunkTest={chunks[previewedChunk]}></ChunkInteface>
+        </Grid>
+      </Grid>
+    </>
+  );
+}
diff --git a/App/my-app/src/Components/chatInterface/index.jsx b/App/my-app/src/Components/chatInterface/index.jsx
new file mode 100644
index 0000000000000000000000000000000000000000..8060555a0c15cd553de653142f5354718960d7d7
--- /dev/null
+++ b/App/my-app/src/Components/chatInterface/index.jsx
@@ -0,0 +1,44 @@
+import { Box, useTheme } from "@mui/material";
+import Grid from "@mui/material/Unstable_Grid2";
+import { useEffect, useRef } from "react";
+import MessageBubble from "../messageBubble";
+
+export default function ChatInterface({ messages }) {
+  const theme = useTheme();
+  const scrollRef = useRef(null);
+
+  useEffect(() => {
+    if (scrollRef.current) {
+      scrollRef.current.scrollTop = scrollRef.current.scrollHeight;
+    }
+  }, [messages]);
+
+  return (
+    <>
+      <Box
+        mb={2}
+        display="flex"
+        flexDirection="column"
+        flexGrow={1}
+        padding={2}
+        style={{
+          border: "2px solid black",
+          overflow: "hidden",
+          overflowY: "scroll",
+          borderRadius: "8px",
+          border: "1px solid #ccc",
+          backgroundColor: theme.palette.background.default,
+        }}
+      >
+        {messages.map((message, index) => (
+          <MessageBubble
+            key={index}
+            text={message.text}
+            isSender={message.isSender}
+          />
+        ))}
+      </Box>
+      
+    </>
+  );
+}
diff --git a/App/my-app/src/Components/chunkComponent/index.jsx b/App/my-app/src/Components/chunkComponent/index.jsx
new file mode 100644
index 0000000000000000000000000000000000000000..11e0abb821423d00e0ce3bb89bf7fd806c732c82
--- /dev/null
+++ b/App/my-app/src/Components/chunkComponent/index.jsx
@@ -0,0 +1,87 @@
+import { Button, Typography, useTheme } from "@mui/material";
+import Grid from "@mui/material/Unstable_Grid2";
+
+export default function ChunkComponent({
+  documentName,
+  documentId,
+  documentNumber,
+  onSelectedChunk,
+}) {
+  const theme = useTheme();
+
+  return (
+    <>
+      <Button
+        onClick={() => onSelectedChunk({ documentNumber })}
+        sx={{
+          textTransform: "none",
+          color: "inherit",
+          padding: 0,
+        }}
+      >
+        <Grid
+          item
+          container
+          alignItems={"center"}
+          xs={12}
+          mb={1}
+          sx={{
+            backgroundColor: theme.palette.secondary.main,
+            padding: "8px 12px",
+            borderRadius: "10px",
+            border: "1px solid",
+            borderColor: theme.palette.border.default,
+          }}
+        >
+          <Grid
+            item
+            container
+            borderRadius={20}
+            justifyContent={"center"}
+            alignContent={"center"}
+            border={1}
+            sx={{
+              backgroundColor: theme.palette.secondary.main,
+              width: 35,
+              height: 35,
+            }}
+          >
+            <Typography variant="h5">{documentNumber}</Typography>
+          </Grid>
+          <Grid
+            container
+            alignItems={"center"}
+            justifyContent="space-between"
+            sx={{ flexGrow: 1, marginLeft: 1 }}
+          >
+            <Grid
+              item
+              container
+              direction="column"
+              ml={1}
+              alignItems={"flex-start"}
+            >
+              <Grid item>
+                <Typography
+                  variant="h5"
+                  sx={{
+                    overflow: "hidden",
+                    textOverflow: "ellipsis",
+                    whiteSpace: "nowrap",
+                  }}
+                >
+                  {documentName.substring(0, 8)}
+                </Typography>
+              </Grid>
+              <Grid item>
+                <Typography variant="h7" color={theme.palette.border.default}>
+                  {documentId}
+                </Typography>
+              </Grid>
+            </Grid>
+          </Grid>
+        </Grid>
+      </Button>
+    </>
+  );
+}
diff --git a/App/my-app/src/Components/chunkInterface/index.jsx b/App/my-app/src/Components/chunkInterface/index.jsx
new file mode 100644
index 0000000000000000000000000000000000000000..72c432e24207f29bcf3aae44de180a7663dcb5b0
--- /dev/null
+++ b/App/my-app/src/Components/chunkInterface/index.jsx
@@ -0,0 +1,30 @@
+import { Box, useTheme } from "@mui/material";
+import Grid from "@mui/material/Unstable_Grid2";
+import MessageBubble from "../messageBubble";
+
+export default function ChunkInteface({ chunkTest }) {
+  const theme = useTheme();
+  return (
+    <>
+      <Box
+        display="flex"
+        flexDirection="column"
+        flexGrow={1}
+        padding={2}
+        style={{
+          border: "2px solid black",
+          overflow: "hidden",
+          overflowY: "scroll",
+          borderRadius: "8px",
+          border: "1px solid #ccc",
+          backgroundColor: theme.palette.background.default,
+          height: "50%",
+        }}
+      >
+        {chunkTest ? (
+          <MessageBubble text={chunkTest.text} isSender={false} />
+        ) : null}
+      </Box>
+    </>
+  );
+}
diff --git a/App/my-app/src/Components/chunkPreview/index.jsx b/App/my-app/src/Components/chunkPreview/index.jsx
new file mode 100644
index 0000000000000000000000000000000000000000..ed21625dc46ac5e131b6772acae6b640a3de1075
--- /dev/null
+++ b/App/my-app/src/Components/chunkPreview/index.jsx
@@ -0,0 +1,5 @@
+
+
+export default function ChunkPreview() {
+  return(<></>);
+}
diff --git a/App/my-app/src/Components/contextHeader/index.jsx b/App/my-app/src/Components/contextHeader/index.jsx
new file mode 100644
index 0000000000000000000000000000000000000000..2afbc0dfa60b1fcd6a70952050dc834484a43099
--- /dev/null
+++ b/App/my-app/src/Components/contextHeader/index.jsx
@@ -0,0 +1,58 @@
+import { Typography, useTheme } from "@mui/material";
+import Grid from "@mui/material/Unstable_Grid2";
+import { use } from "react";
+
+export default function ContextHeader({ chunks, documents }) {
+  const theme = useTheme();
+
+  return (
+    <>
+      <Grid
+        container
+        border={1}
+        mb={2}
+        borderColor={theme.palette.border.default}
+        borderRadius={2}
+        padding={1.2}
+        sx={{
+          backgroundColor: theme.palette.background.default,
+        }}
+      >
+        <Grid
+          item
+          sm={5.5}
+          border={1}
+          borderColor={theme.palette.border.default}
+          borderRadius={2}
+          alignContent={"center"}
+          textAlign={"center"}
+          sx={{
+            backgroundColor: "white",
+          }}
+        >
+          <Typography variant="h6">
+            Nº chunks: <br /> {chunks}{" "}
+          </Typography>
+        </Grid>
+        <Grid
+          item
+          ml={1}
+          sm={5.5}
+          border={1}
+          borderColor={theme.palette.border.default}
+          borderRadius={2}
+          alignContent={"center"}
+          textAlign={"center"}
+          sx={{
+            backgroundColor: "white",
+          }}
+        >
+          <Typography variant="h6">
+            Nº Doc: <br />
+            {documents}
+          </Typography>
+        </Grid>
+      </Grid>
+    </>
+  );
+}
diff --git a/App/my-app/src/Components/documentComponent/index.jsx b/App/my-app/src/Components/documentComponent/index.jsx
new file mode 100644
index 0000000000000000000000000000000000000000..371dfbd97c4a6b5f01aac317e204ca0278c88c30
--- /dev/null
+++ b/App/my-app/src/Components/documentComponent/index.jsx
@@ -0,0 +1,85 @@
+import { Button, Typography, useTheme } from "@mui/material";
+import Grid from "@mui/material/Unstable_Grid2";
+import CloseIcon from "@mui/icons-material/Close";
+
+export default function DocumentComponent({
+  documentName,
+  documentId,
+  documentNumber,
+  deleteDocument,
+}) {
+  const theme = useTheme();
+
+  return (
+    <>
+      <Grid
+        item
+        container
+        alignItems={"center"}
+        xs={12}
+        mb={1}
+        sx={{
+          backgroundColor: theme.palette.secondary.main,
+          padding: "8px 12px",
+          borderRadius: "10px",
+          border: "1px solid",
+          borderColor: theme.palette.border.default,
+        }}
+      >
+        <Grid
+          item
+          container
+          borderRadius={20}
+          justifyContent={"center"}
+          alignContent={"center"}
+          border={1}
+          sx={{
+            backgroundColor: theme.palette.secondary.main,
+            width: 35,
+            height: 35,
+          }}
+        >
+          <Typography variant="h5">{documentNumber}</Typography>
+        </Grid>
+        <Grid
+          container
+          alignItems={"center"}
+          justifyContent="space-between"
+          sx={{ flexGrow: 1, marginLeft: 1 }}
+        >
+          <Grid item container direction="column" ml={1}>
+            <Grid item>
+              <Typography
+                variant="h5"
+                sx={{
+                  overflow: "hidden",
+                  textOverflow: "ellipsis",
+                  whiteSpace: "nowrap",
+                }}
+              >
+                {documentName.substring(0, 8)}
+              </Typography>
+            </Grid>
+            <Grid item>
+              <Typography variant="h7" color={theme.palette.border.default}>
+                {documentId}
+              </Typography>
+            </Grid>
+          </Grid>
+          <Grid item>
+            <Button
+              onClick={() => deleteDocument(documentNumber)}
+              sx={{
+                minWidth: "auto",
+                padding: 0,
+                margin: 0,
+              }}
+            >
+              <CloseIcon fontSize="small" sx={{ color: "black" }} />
+            </Button>
+          </Grid>
+        </Grid>
+      </Grid>
+    </>
+  );
+}
diff --git a/App/my-app/src/Components/messageBubble/index.jsx b/App/my-app/src/Components/messageBubble/index.jsx
new file mode 100644
index 0000000000000000000000000000000000000000..b7a7cbf6b08d01d6ad5231e80656aa22205d24cb
--- /dev/null
+++ b/App/my-app/src/Components/messageBubble/index.jsx
@@ -0,0 +1,33 @@
+import { Typography, useTheme } from "@mui/material";
+import Grid from "@mui/material/Unstable_Grid2";
+
+export default function MessageBubble({ text, isSender }) {
+  const theme = useTheme();
+  
+  
+  return (
+    <>
+      <Grid
+        item
+        xs={12}
+        container
+        justifyContent={isSender ? "flex-end" : "flex-start"}
+        sx={{ flexGrow: 0 }}
+        mb={1}
+      >
+        <Grid
+          item
+          sx={{
+            backgroundColor: isSender ? "#d1e7dd" : "#f5f5f5",
+            padding: "8px 12px",
+            borderRadius: "20px",
+            maxWidth: "80%",
+            border: "1px solid #ccc",
+          }}
+        >
+          <Typography variant="h5">{text}</Typography>
+        </Grid>
+      </Grid>
+    </>
+  );
+}
diff --git a/App/my-app/src/Components/modelSelection/index.jsx b/App/my-app/src/Components/modelSelection/index.jsx
new file mode 100644
index 0000000000000000000000000000000000000000..046781dc43ebe6cf1150af468d1877ce5fd5dbd9
--- /dev/null
+++ b/App/my-app/src/Components/modelSelection/index.jsx
@@ -0,0 +1,86 @@
+import { Button, Typography, useTheme } from "@mui/material";
+import Grid from "@mui/material/Unstable_Grid2";
+
+export default function ModelSelection() {
+  const theme = useTheme();
+  return (
+    <>
+      <Grid
+        container
+        mb={2}
+        alignItems={"center"}
+        border={1}
+        borderColor={theme.palette.border.default}
+        borderRadius={2}
+        padding={2}
+        sx={{
+          backgroundColor: theme.palette.background.default,
+        }}
+      >
+        <Grid item sm={3}>
+          <Typography variant="h4">Select Model:</Typography>
+        </Grid>
+
+        <Grid
+          item
+          container
+          alignItems="center"
+          justifyContent={"center"}
+          sm={2.5}
+          border={1}
+          borderColor={theme.palette.border.default}
+          borderRadius={2}
+          sx={{
+            backgroundColor: "white",
+          }}
+        >
+          <Button>
+            <Typography variant="h6" color="black">
+              Model 1
+            </Typography>
+          </Button>
+        </Grid>
+        <Grid
+          item
+          container
+          ml={2}
+          alignItems="center"
+          justifyContent={"center"}
+          sm={2.5}
+          border={1}
+          borderColor={theme.palette.border.default}
+          borderRadius={2}
+          sx={{
+            backgroundColor: "white",
+          }}
+        >
+          <Button>
+            <Typography variant="h6" color="black">
+              Model 2
+            </Typography>
+          </Button>
+        </Grid>
+        <Grid
+          item
+          ml={2}
+          container
+          alignItems="center"
+          justifyContent={"center"}
+          sm={2.5}
+          border={1}
+          borderColor={theme.palette.border.default}
+          borderRadius={2}
+          sx={{
+            backgroundColor: "white",
+          }}
+        >
+          <Button>
+            <Typography variant="h6" color="black">
+              Model 3
+            </Typography>
+          </Button>
+        </Grid>
+      </Grid>
+    </>
+  );
+}
diff --git a/App/my-app/src/Components/previewChunks/index.jsx b/App/my-app/src/Components/previewChunks/index.jsx
new file mode 100644
index 0000000000000000000000000000000000000000..13f467adf71c317ef72fa5a2bf39f0169cfd913c
--- /dev/null
+++ b/App/my-app/src/Components/previewChunks/index.jsx
@@ -0,0 +1,40 @@
+import { useTheme } from "@emotion/react";
+import { Box } from "@mui/material";
+import { useEffect } from "react";
+import ChunkComponent from "../chunkComponent";
+
+export default function PreviewChunks({ chunks, onSelectedChunk }) {
+  const theme = useTheme();
+
+  useEffect(() => {}, [chunks]);
+  return (
+    <>
+      <Box
+        display="flex"
+        flexDirection="column"
+        flexGrow={1}
+        padding={2}
+        mb={2}
+        style={{
+          border: "2px solid black",
+          overflow: "hidden",
+          overflowY: "scroll",
+          borderRadius: "8px",
+          border: "1px solid #ccc",
+          backgroundColor: theme.palette.background.default,
+          height: "60%",
+        }}
+      >
+        {chunks.map((document, index) => (
+          <ChunkComponent
+            key={index}
+            documentName={`Chunk ${document.id}`}
+            documentId={`Document_${document.id}`}
+            documentNumber={index}
+            onSelectedChunk={onSelectedChunk}
+          ></ChunkComponent>
+        ))}
+      </Box>
+    </>
+  );
+}
diff --git a/App/my-app/src/Components/previewDocuments/index.jsx b/App/my-app/src/Components/previewDocuments/index.jsx
new file mode 100644
index 0000000000000000000000000000000000000000..ba52f884295a5cc9ddc2314aa857dd5882cbea4d
--- /dev/null
+++ b/App/my-app/src/Components/previewDocuments/index.jsx
@@ -0,0 +1,53 @@
+import { useTheme } from "@emotion/react";
+import { Box } from "@mui/material";
+import DocumentComponent from "../documentComponent";
+import { useEffect } from "react";
+import baseUrl from "@/services/api/api.config";
+
+export default function PreviewDocuments({ documents, fetchDocuments, fetchChunks }) {
+  const theme = useTheme();
+
+  const deleteDcoument = async (documentId) => {
+    const url = `${baseUrl}/upload/delete_document/${documentId}`;
+
+    await fetch(url, {
+      method: "DELETE",
+      headers: { "Content-Type": "application/json" },
+    })
+      .then(fetchDocuments())
+      .then(fetchChunks());
+  };
+
+  useEffect(() => {}, [documents]);
+
+  return (
+    <>
+      <Box
+        display="flex"
+        flexDirection="column"
+        flexGrow={1}
+        padding={2}
+        mb={2}
+        style={{
+          border: "2px solid black",
+          overflow: "hidden",
+          overflowY: "scroll",
+          borderRadius: "8px",
+          border: "1px solid #ccc",
+          backgroundColor: theme.palette.background.default,
+          height: "40%",
+        }}
+      >
+        {documents.map((document, index) => (
+          <DocumentComponent
+            key={index}
+            documentName={document.filename}
+            documentId={`Document_${document.id}`}
+            documentNumber={document.id}
+            deleteDocument={deleteDcoument}
+          ></DocumentComponent>
+        ))}
+      </Box>
+    </>
+  );
+}
diff --git a/App/my-app/src/Components/previewHeader/index.jsx b/App/my-app/src/Components/previewHeader/index.jsx
new file mode 100644
index 0000000000000000000000000000000000000000..a9f66479fa52e29dff36a567c4afc82b57c202cb
--- /dev/null
+++ b/App/my-app/src/Components/previewHeader/index.jsx
@@ -0,0 +1,58 @@
+import { Typography, useTheme } from "@mui/material";
+import Grid from "@mui/material/Unstable_Grid2";
+
+export default function PreviewHeader({ chunks, tokens }) {
+  const theme = useTheme();
+  return (
+    <>
+      <Grid
+        container
+        border={1}
+        borderColor={theme.palette.border.default}
+        borderRadius={2}
+        mb={2}
+        padding={1.2}
+        sx={{
+          backgroundColor: theme.palette.background.default,
+        }}
+      >
+        <Grid
+          item
+          sm={5}
+          ml={1}
+          p={1.2}
+          border={1}
+          borderColor={theme.palette.border.default}
+          borderRadius={2}
+          alignContent={"center"}
+          textAlign={"center"}
+          sx={{
+            backgroundColor: "white",
+          }}
+        >
+          <Typography variant="h5">
+            Nº chunks: <br /> {chunks}{" "}
+          </Typography>
+        </Grid>
+        <Grid
+          item
+          ml={10}
+          sm={5}
+          p={1.2}
+          border={1}
+          borderColor={theme.palette.border.default}
+          borderRadius={2}
+          alignContent={"center"}
+          textAlign={"center"}
+          sx={{
+            backgroundColor: "white",
+          }}
+        >
+          <Typography variant="h5">
+            Nº tokens: <br /> {chunks}{" "}
+          </Typography>
+        </Grid>
+      </Grid>
+    </>
+  );
+}
diff --git a/App/my-app/src/Components/sendMessage/index.jsx b/App/my-app/src/Components/sendMessage/index.jsx
new file mode 100644
index 0000000000000000000000000000000000000000..8788b38d8a34e342c206c366a3331913e38c224f
--- /dev/null
+++ b/App/my-app/src/Components/sendMessage/index.jsx
@@ -0,0 +1,101 @@
+import SendIcon from "@mui/icons-material/Send";
+import { Button, TextField, useTheme } from "@mui/material";
+import Grid from "@mui/material/Unstable_Grid2";
+import { useState } from "react";
+import { useSnackbar } from "notistack";
+import postData from "../../services/api/basePostData";
+
+export default function SendMessage({ fetchMessages }) {
+  const [userMessage, setUserMessage] = useState("");
+  const { enqueueSnackbar } = useSnackbar();
+  const theme = useTheme();
+
+  const onMessageChange = (e) => {
+    setUserMessage(e.target.value);
+  };
+
+  const onPressButton = () => {
+    const url = `/query/query_search`;
+
+    if (!userMessage.trim()) {
+      enqueueSnackbar("Please enter a message.", {
+        variant: "warning",
+      });
+      return;
+    }
+
+    const data = { q: userMessage };
+
+    postData(url, data)
+      .then(fetchMessages)
+      .catch((error) => {
+        enqueueSnackbar(error.detail || error.message, {
+          variant: "error",
+        });
+      });
+
+    setUserMessage("");
+  };
+
+  return (
+    <>
+      <Grid
+        container
+        alignItems={"center"}
+        xs={12}
+        sm={12}
+        p={2}
+        pl={3}
+        border={1}
+        borderRadius={2}
+        borderColor={theme.palette.border.default}
+        sx={{
+          backgroundColor: theme.palette.background.default,
+        }}
+      >
+        <Grid item xs={12} sm={10}>
+          <TextField
+            fullWidth
+            size="small"
+            label="Ask me anything"
+            onChange={onMessageChange}
+            slotProps={{
+              input: {
+                sx: {
+                  backgroundColor: "white",
+                  borderRadius: "4px",
+                },
+              },
+            }}
+          />
+        </Grid>
+
+        <Grid
+          ml={4}
+          item
+          xs={12}
+          border={1}
+          borderColor={theme.palette.border.default}
+          borderRadius={20}
+          display="flex"
+          justifyContent="center"
+          alignItems="center"
+          sx={{
+            backgroundColor: theme.palette.secondary.main,
+            width: 35,
+            height: 35,
+          }}
+        >
+          <Button onClick={onPressButton}>
+            <SendIcon
+              fontSize="small"
+              sx={{
+                color: theme.palette.border.default,
+              }}
+            />
+          </Button>
+        </Grid>
+      </Grid>
+    </>
+  );
+}
diff --git a/App/my-app/src/Components/uploadFile/index.jsx b/App/my-app/src/Components/uploadFile/index.jsx
new file mode 100644
index 0000000000000000000000000000000000000000..83e74adef7e263720e6429c9e726ccf09374c6ca
--- /dev/null
+++ b/App/my-app/src/Components/uploadFile/index.jsx
@@ -0,0 +1,77 @@
+import { Button, Typography, useTheme } from "@mui/material";
+import Grid from "@mui/material/Unstable_Grid2";
+import FileUploadIcon from "@mui/icons-material/FileUpload";
+import { useRef, useState } from "react";
+import postDocument from "@/services/api/basePostDocument";
+import { enqueueSnackbar } from "notistack";
+
+export default function UploadFile({ fetchDocuments, fetchChunks }) {
+  const theme = useTheme();
+  const fileInputRef = useRef(null);
+
+  const openExplorer = () => {
+    fileInputRef.current.click();
+  };
+
+  const onHandleFileChange = (event) => {
+    const url = "/upload/document";
+    const uploadedfile = event.target.files[0];
+
+    if (!uploadedfile) return;
+
+    const formData = new FormData();
+    formData.append("file", uploadedfile);
+
+    postDocument(url, formData)
+      .then(fetchDocuments())
+      .then(fetchChunks())
+      .catch((error) => {
+        enqueueSnackbar(error.detail || error.message, {
+          variant: "error",
+        });
+      });
+  };
+
+  return (
+    <Grid
+      container
+      border={1}
+      borderColor={theme.palette.border.default}
+      borderRadius={2}
+      p={1}
+      sx={{
+        backgroundColor: theme.palette.background.default,
+      }}
+    >
+      <Button fullWidth sx={{ textTransform: "none" }} onClick={openExplorer}>
+        <Grid
+          container
+          xs={12}
+          alignItems="center"
+          justifyContent="space-between"
+          border={1}
+          borderColor={theme.palette.divider}
+          borderRadius={1}
+          p={1}
+          sx={{
+            backgroundColor: "white",
+          }}
+        >
+          <input
+            type="file"
+            ref={fileInputRef}
+            style={{ display: "none" }}
+            onChange={onHandleFileChange}
+            accept=".pdf"
+          />
+          <Grid item>
+            <Typography variant="h6" color="black">
+              Upload File
+            </Typography>
+          </Grid>
+          <FileUploadIcon sx={{ color: "black" }} />
+        </Grid>
+      </Button>
+    </Grid>
+  );
+}
diff --git a/App/my-app/src/app/layout.tsx b/App/my-app/src/app/layout.tsx
new file mode 100644
index 0000000000000000000000000000000000000000..a14e64fcd5e33e9399d0e823434b0ab3095d5b75
--- /dev/null
+++ b/App/my-app/src/app/layout.tsx
@@ -0,0 +1,16 @@
+export const metadata = {
+  title: 'Next.js',
+  description: 'Generated by Next.js',
+}
+
+export default function RootLayout({
+  children,
+}: {
+  children: React.ReactNode
+}) {
+  return (
+    <html lang="en">
+      <body>{children}</body>
+    </html>
+  )
+}
diff --git a/App/my-app/src/app/page.tsx b/App/my-app/src/app/page.tsx
new file mode 100644
index 0000000000000000000000000000000000000000..efc1075a82f798f39921235611d59a8c71380659
--- /dev/null
+++ b/App/my-app/src/app/page.tsx
@@ -0,0 +1,19 @@
+"use client"
+import { ThemeProvider } from "@emotion/react";
+import { buildTheme } from "../infraestructure/theme";
+import Layout from "../infraestructure/layout";
+import Body from "../Components/Body";
+import { SnackbarProvider } from "notistack";
+
+
+export default function Home() {
+  return (
+    <>
+      <ThemeProvider theme={buildTheme()}>
+        <SnackbarProvider>
+          <Body />
+        </SnackbarProvider>
+      </ThemeProvider>
+    </>
+  );
+}
diff --git a/App/my-app/src/infraestructure/layout.js b/App/my-app/src/infraestructure/layout.js
new file mode 100644
index 0000000000000000000000000000000000000000..06f40b1567f5a378d7465d55a0243069ee4a1bfb
--- /dev/null
+++ b/App/my-app/src/infraestructure/layout.js
@@ -0,0 +1,14 @@
+import React from 'react';
+import { Container, Box } from '@mui/material';
+
+const Layout = ({ children }) => {
+  return (
+    <Box sx={{ minHeight: '100vh', backgroundColor: (theme) => theme.palette.background.base }}>
+      <Container>
+        {children}
+      </Container>
+    </Box>
+  );
+};
+
+export default Layout;
\ No newline at end of file
diff --git a/App/my-app/src/infraestructure/theme.js b/App/my-app/src/infraestructure/theme.js
new file mode 100644
index 0000000000000000000000000000000000000000..67f51762f65bd166901d06ce80539312d1ef8097
--- /dev/null
+++ b/App/my-app/src/infraestructure/theme.js
@@ -0,0 +1,71 @@
+import { alpha, createTheme, responsiveFontSizes } from "@mui/material";
+
+const typography = {
+  fontFamily: " 'DM Sans', Inter,sans-serif",
+  body1: {
+    fontSize: "1rem",
+    fontWeight: 400,
+    lineHeight: 1.5,
+  },
+  h1: {
+    fontSize: "2.5rem",
+    fontWeight: 600,
+    lineHeight: 1.2,
+  },
+  h2: {
+    fontSize: "2rem",
+    fontWeight: 600,
+    lineHeight: 1.3,
+  },
+  h3: {
+    fontSize: "1.9rem",
+    fontWeight: 600,
+    lineHeight: 1.4,
+  },
+  h4: {
+    fontSize: "1.2rem",
+    fontWeight: 500,
+    lineHeight: 1.5,
+  },
+  h5: {
+    fontSize: "1rem",
+    fontWeight: 400,
+    lineHeight: 1.6,
+  },
+  h6: {
+    fontSize: "0.9rem",
+    fontWeight: 400,
+    lineHeight: 1.6,
+  },
+  h7: {
+    fontSize: "0.8rem",
+    fontWeight: 400,
+    lineHeight: 1.6,
+  },
+
+};
+
+const baseTheme = {
+  palette: {
+    primary: {
+      main: "#EDE8D0",
+    },
+    secondary: {
+      main: alpha("#8B5A2B", 0.4),
+    },
+    border: {
+      default: alpha("#000000", 0.23),
+    },
+    background: {
+      default: alpha("#EDE8D0", 0.35),
+      base: "#EDE8D0",
+    },
+  },
+  typography,
+};
+
+
+export const buildTheme = (config = {}) => {
+  const theme = responsiveFontSizes(createTheme({ ...baseTheme }));
+  return theme;
+};
diff --git a/App/my-app/src/services/api/api.config.js b/App/my-app/src/services/api/api.config.js
new file mode 100644
index 0000000000000000000000000000000000000000..da3dd17c3d3c7902cbe15e6e9e7a3b06333e23d4
--- /dev/null
+++ b/App/my-app/src/services/api/api.config.js
@@ -0,0 +1,4 @@
+const baseUrl = "http://localhost:8000/api";
+// const baseUrl = "https://abadesalex-docurag.hf.space/api";
+
+export default baseUrl;
diff --git a/App/my-app/src/services/api/basePostData/index.js b/App/my-app/src/services/api/basePostData/index.js
new file mode 100644
index 0000000000000000000000000000000000000000..36dbc99dfe50ace9c927c3b939cdd569c7474e1f
--- /dev/null
+++ b/App/my-app/src/services/api/basePostData/index.js
@@ -0,0 +1,29 @@
+import baseUrl from "../api.config";
+
+const postData = async (url, data) => {
+  const formData = new URLSearchParams();
+
+  for (const key in data) {
+    formData.append(key, data[key]);
+  }
+
+  const response = await fetch(baseUrl + url, {
+    method: "POST",
+    headers: {
+      "Content-Type": "application/x-www-form-urlencoded",
+    },
+    body: formData.toString(),
+  });
+
+  if (!response.ok) {
+    const errorData = await response.json();
+    const error = new Error("HTTP error");
+    error.status = response.status;
+    error.detail = errorData.detail || "Something went wrong";
+    throw error;
+  }
+
+  return response.json();
+};
+
+export default postData;
diff --git a/App/my-app/src/services/api/basePostDocument/index.js b/App/my-app/src/services/api/basePostDocument/index.js
new file mode 100644
index 0000000000000000000000000000000000000000..6105540181ec0345f23341538cd981ab2b29cf34
--- /dev/null
+++ b/App/my-app/src/services/api/basePostDocument/index.js
@@ -0,0 +1,20 @@
+import baseUrl from "../api.config";
+
+const postDocument = async (url, data) => {
+  const response = await fetch(baseUrl + url, {
+    method: "POST",
+    body: data,
+  });
+
+  if (!response.ok) {
+    const errorData = await response.json();
+    const error = new Error("HTTP error");
+    error.status = response.status;
+    error.detail = errorData.detail || "Something went wrong";
+    throw error;
+  }
+
+  return response.json();
+};
+
+export default postDocument;
diff --git a/App/my-app/tailwind.config.ts b/App/my-app/tailwind.config.ts
new file mode 100644
index 0000000000000000000000000000000000000000..e9a0944e7b319989ec1a7327d9695247c5bd1a41
--- /dev/null
+++ b/App/my-app/tailwind.config.ts
@@ -0,0 +1,20 @@
+import type { Config } from "tailwindcss";
+
+const config: Config = {
+  content: [
+    "./src/pages/**/*.{js,ts,jsx,tsx,mdx}",
+    "./src/components/**/*.{js,ts,jsx,tsx,mdx}",
+    "./src/app/**/*.{js,ts,jsx,tsx,mdx}",
+  ],
+  theme: {
+    extend: {
+      backgroundImage: {
+        "gradient-radial": "radial-gradient(var(--tw-gradient-stops))",
+        "gradient-conic":
+          "conic-gradient(from 180deg at 50% 50%, var(--tw-gradient-stops))",
+      },
+    },
+  },
+  plugins: [],
+};
+export default config;
diff --git a/App/my-app/tsconfig.json b/App/my-app/tsconfig.json
new file mode 100644
index 0000000000000000000000000000000000000000..a6c2cc818bc8f977aa507b282fca27dbadf7e3a6
--- /dev/null
+++ b/App/my-app/tsconfig.json
@@ -0,0 +1,26 @@
+{
+  "compilerOptions": {
+    "lib": ["dom", "dom.iterable", "esnext"],
+    "allowJs": true,
+    "skipLibCheck": true,
+    "strict": true,
+    "noEmit": true,
+    "esModuleInterop": true,
+    "module": "esnext",
+    "moduleResolution": "bundler",
+    "resolveJsonModule": true,
+    "isolatedModules": true,
+    "jsx": "preserve",
+    "incremental": true,
+    "plugins": [
+      {
+        "name": "next"
+      }
+    ],
+    "paths": {
+      "@/*": ["./src/*"]
+    }
+  },
+  "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx", ".next/types/**/*.ts", "src/Components/Body/index.jsx "],
+  "exclude": ["node_modules"]
+}
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000000000000000000000000000000000000..8b979fdd5998e34886ae46d38f9ce86c8a833a1c
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,34 @@
+FROM python:3.9
+
+# Set up a new user named "user" with user ID 1000
+RUN useradd -m -u 1000 user
+
+# Switch to the "user" user
+USER user
+
+# Set home to the user's home directory and Gensim data directory
+ENV HOME=/home/user \
+    GENSIM_DATA_DIR=/home/user/gensim-data \
+    PATH=/home/user/.local/bin:$PATH
+
+# Set the working directory to the user's home directory
+WORKDIR $HOME/app
+
+# Upgrade pip and install dependencies
+COPY --chown=user ./FastAPI/requirements.txt /home/user/app/requirements.txt
+RUN pip install --no-cache-dir --upgrade pip \
+    && pip install --no-cache-dir --upgrade -r /home/user/app/requirements.txt
+
+# Install additional packages
+USER root
+RUN apt update && apt install -y ffmpeg
+USER user
+
+# Copy the application code and set the owner to the user
+COPY --chown=user ./FastAPI/src /home/user/app/src
+
+# Expose the port the app runs on
+EXPOSE 8000
+
+# Command to run the application
+CMD ["uvicorn", "app.api:app", "--host", "0.0.0.0", "--port", "8000"]