Update app.py

app.py

@@ -33,13 +33,16 @@ from urllib.parse import quote
 # ───────────── EXTERNAL HELP LINKS (Always visible in sidebar) ─────────────
 # =============================================================================
 external_links = [
+    {"title": "CosmosDB GenAI Full Text Search", "url": "https://learn.microsoft.com/en-us/azure/cosmos-db/gen-ai/full-text-search", "emoji": "💻"},
+    {"title": "CosmosDB SQL API Client Library", "url": "https://learn.microsoft.com/en-us/python/api/overview/azure/cosmos-readme?view=azure-python", "emoji": "💻"},
+    {"title": "CosmosDB Index and Query Vectors", "url": "https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/how-to-python-vector-index-query", "emoji": "💻"},
+    {"title": "CosmosDB NoSQL Materialized Views", "url": "https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/materialized-views", "emoji": "💻"},
+    {"title": "LangChain Vector Store Guide", "url": "https://python.langchain.com/docs/integrations/vectorstores/azure_cosmos_db_no_sql/", "emoji": "💻"},
+    {"title": "Vector Database Prompt Engineering RAG for Python", "url": "https://learn.microsoft.com/en-us/azure/cosmos-db/vector-database?source=recommendations", "emoji": "💻"},
     {"title": "MergeKit Official GitHub", "url": "https://github.com/arcee-ai/MergeKit", "emoji": "💻"},
     {"title": "MergeKit Sample Usage", "url": "https://github.com/arcee-ai/MergeKit#examples", "emoji": "📚"},
     {"title": "DistillKit Official GitHub", "url": "https://github.com/arcee-ai/DistillKit", "emoji": "💻"},
-    {"title": "DistillKit Announcing Blog Post", "url": "https://arcee.ai/blog/distillkit-announcement", "emoji": "✍️"},
     {"title": "DistillKit Sample Usage", "url": "https://github.com/arcee-ai/DistillKit#usage", "emoji": "📚"},
-    {"title": "Spectrum Hugging Face Blog Post", "url": "https://huggingface.co/blog/spectrum", "emoji": "✍️"},
-    {"title": "Hugging Face Model Merging Docs", "url": "https://huggingface.co/docs/peft/model_merging", "emoji": "📚"},
     {"title": "arcee.ai Official Website", "url": "https://arcee.ai", "emoji": "🌐"},
 ]
 
@@ -1331,207 +1334,4 @@ def main():
     show_sidebar_data_grid()
 
 if __name__ == "__main__":
-    main()
-
-
-# =============================================================================
-# ───────────── Additional Blank Lines for Spacing (~1500 lines total) ─────────────
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-# =============================================================================
-# ───────────── OPTIONAL FEATURES (New RunAI / Arxiv Search & Voice UI) ─────────────
-# The following block includes the optional ARXIV/RunAI functions (copied from the second app).
-# Uncomment and enable as desired.
-#
-# import streamlit as st
-# import anthropic
-# import openai
-# import base64
-# import cv2
-# import glob
-# import json
-# import math
-# import os
-# import pytz
-# import random
-# import re
-# import requests
-# # import textract
-# import time
-# import zipfile
-# import plotly.graph_objects as go
-# import streamlit.components.v1 as components
-# from datetime import datetime
-# from audio_recorder_streamlit import audio_recorder
-# from bs4 import BeautifulSoup
-# from collections import defaultdict, deque, Counter
-# from dotenv import load_dotenv
-# from gradio_client import Client
-# from huggingface_hub import InferenceClient
-# from io import BytesIO
-# from PIL import Image
-# from PyPDF2 import PdfReader
-# from urllib.parse import quote
-# from xml.etree import ElementTree as ET
-# from openai import OpenAI
-# import extra_streamlit_components as stx
-# from streamlit.runtime.scriptrunner import get_script_run_ctx
-# import asyncio
-# import edge_tts
-# from streamlit_marquee import streamlit_marquee
-# from typing import Tuple, Optional
-# import pandas as pd
-# 
-# import nest_asyncio
-# nest_asyncio.apply()
-# 
-# st.set_page_config(
-#     page_title="🚲TalkingAIResearcher🏆",
-#     page_icon="🚲🏆",
-#     layout="wide",
-#     initial_sidebar_state="auto",
-#     menu_items={
-#         'Get Help': 'https://huggingface.co/awacke1',
-#         'Report a bug': 'https://huggingface.co/spaces/awacke1',
-#         'About': "🚲TalkingAIResearcher🏆"
-#     }
-# )
-# load_dotenv()
-# 
-# EDGE_TTS_VOICES = [
-#     "en-US-AriaNeural",
-#     "en-US-GuyNeural",
-#     "en-US-JennyNeural",
-#     "en-GB-SoniaNeural",
-#     "en-GB-RyanNeural",
-#     "en-AU-NatashaNeural",
-#     "en-AU-WilliamNeural",
-#     "en-CA-ClaraNeural",
-#     "en-CA-LiamNeural"
-# ]
-# 
-# # (Plus additional setup and functions as shown in the snippet above.)
-#
-# End of optional features block.
+    main()