3_Gemini_crewAI_Agents.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/ashishpatel26/AIAgentWorkshop/blob/main/3_Gemini_crewAI_Agents.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "id": "i_Glo1fT8Rhs",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "865ab66e-cfda-4e4a-fa91-5f6c935c0db3"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Overwriting requirements.txt\n"
          ]
        }
      ],
      "source": [
        "%%writefile requirements.txt\n",
        "aiohttp==3.9.5\n",
        "aiosignal==1.3.1\n",
        "alembic==1.13.1\n",
        "annotated-types==0.7.0\n",
        "anyio==4.4.0\n",
        "appdirs==1.4.4\n",
        "asgiref==3.8.1\n",
        "async-timeout==4.0.3\n",
        "attrs==23.2.0\n",
        "backoff==2.2.1\n",
        "bcrypt==4.1.3\n",
        "beautifulsoup4==4.12.3\n",
        "boto3==1.34.113\n",
        "botocore==1.34.113\n",
        "Brotli==1.1.0\n",
        "build==1.2.1\n",
        "cachetools==5.3.3\n",
        "certifi==2024.2.2\n",
        "cffi==1.16.0\n",
        "charset-normalizer==3.3.2\n",
        "chroma-hnswlib==0.7.3\n",
        "chromadb==0.4.24\n",
        "click==8.1.7\n",
        "cohere==5.5.3\n",
        "colorama==0.4.6\n",
        "coloredlogs==15.0.1\n",
        "crewai==0.30.11\n",
        "crewai-tools==0.2.6\n",
        "cryptography==42.0.7\n",
        "dataclasses-json==0.6.6\n",
        "decorator==5.1.1\n",
        "Deprecated==1.2.14\n",
        "deprecation==2.1.0\n",
        "distro==1.9.0\n",
        "docstring-parser==0.15\n",
        "docx2txt==0.8\n",
        "embedchain==0.1.102\n",
        "exceptiongroup==1.2.1\n",
        "fastapi==0.110.3\n",
        "fastavro==1.9.4\n",
        "filelock==3.14.0\n",
        "flatbuffers==24.3.25\n",
        "frozenlist==1.4.1\n",
        "fsspec==2024.5.0\n",
        "gitdb==4.0.11\n",
        "GitPython==3.1.43\n",
        "google-ai-generativelanguage==0.6.4\n",
        "google-api-core==2.19.0\n",
        "google-api-python-client==2.130.0\n",
        "google-auth==2.29.0\n",
        "google-auth-httplib2==0.2.0\n",
        "google-cloud-aiplatform==1.52.0\n",
        "google-cloud-bigquery==3.23.1\n",
        "google-cloud-core==2.4.1\n",
        "google-cloud-resource-manager==1.12.3\n",
        "google-cloud-storage==2.16.0\n",
        "google-crc32c==1.5.0\n",
        "google-generativeai==0.5.4\n",
        "google-resumable-media==2.7.0\n",
        "googleapis-common-protos==1.63.0\n",
        "gptcache==0.1.43\n",
        "greenlet==3.0.3\n",
        "grpc-google-iam-v1==0.13.0\n",
        "grpcio==1.64.0\n",
        "grpcio-status==1.62.2\n",
        "h11==0.14.0\n",
        "httpcore==1.0.5\n",
        "httplib2==0.22.0\n",
        "httptools==0.6.1\n",
        "httpx==0.27.0\n",
        "httpx-sse==0.4.0\n",
        "huggingface-hub==0.23.2\n",
        "humanfriendly==10.0\n",
        "idna==3.7\n",
        "importlib-metadata==7.0.0\n",
        "importlib_resources==6.4.0\n",
        "iniconfig==2.0.0\n",
        "instructor==0.5.2\n",
        "jmespath==1.0.1\n",
        "jsonpatch==1.33\n",
        "jsonpointer==2.4\n",
        "kubernetes==29.0.0\n",
        "lancedb==0.5.7\n",
        "langchain==0.1.20\n",
        "langchain-cohere==0.1.5\n",
        "langchain-community==0.0.38\n",
        "langchain-core==0.1.52\n",
        "langchain-google-genai==1.0.4\n",
        "langchain-openai==0.0.5\n",
        "langchain-text-splitters==0.0.2\n",
        "langsmith==0.1.63\n",
        "load-dotenv==0.1.0\n",
        "Mako==1.3.5\n",
        "markdown-it-py==3.0.0\n",
        "MarkupSafe==2.1.5\n",
        "marshmallow==3.21.2\n",
        "mdurl==0.1.2\n",
        "mmh3==4.1.0\n",
        "monotonic==1.6\n",
        "mpmath==1.3.0\n",
        "multidict==6.0.5\n",
        "mutagen==1.47.0\n",
        "mypy-extensions==1.0.0\n",
        "nodeenv==1.8.0\n",
        "numpy==1.26.4\n",
        "oauthlib==3.2.2\n",
        "onnxruntime==1.18.0\n",
        "openai==1.30.3\n",
        "opentelemetry-api==1.24.0\n",
        "opentelemetry-exporter-otlp-proto-common==1.24.0\n",
        "opentelemetry-exporter-otlp-proto-grpc==1.24.0\n",
        "opentelemetry-exporter-otlp-proto-http==1.24.0\n",
        "opentelemetry-instrumentation==0.45b0\n",
        "opentelemetry-instrumentation-asgi==0.45b0\n",
        "opentelemetry-instrumentation-fastapi==0.45b0\n",
        "opentelemetry-proto==1.24.0\n",
        "opentelemetry-sdk==1.24.0\n",
        "opentelemetry-semantic-conventions==0.45b0\n",
        "opentelemetry-util-http==0.45b0\n",
        "orjson==3.10.3\n",
        "outcome==1.3.0.post0\n",
        "overrides==7.7.0\n",
        "packaging==23.2\n",
        "pluggy==1.5.0\n",
        "posthog==3.5.0\n",
        "proto-plus==1.23.0\n",
        "protobuf==4.25.3\n",
        "pulsar-client==3.5.0\n",
        "py==1.11.0\n",
        "pyarrow==16.1.0\n",
        "pyasn1==0.6.0\n",
        "pyasn1_modules==0.4.0\n",
        "pycparser==2.22\n",
        "pycryptodomex==3.20.0\n",
        "pydantic==2.7.1\n",
        "pydantic_core==2.18.2\n",
        "PyGithub==1.59.1\n",
        "Pygments==2.18.0\n",
        "PyJWT==2.8.0\n",
        "pylance==0.9.18\n",
        "PyNaCl==1.5.0\n",
        "pyparsing==3.1.2\n",
        "pypdf==3.17.4\n",
        "PyPika==0.48.9\n",
        "pyproject_hooks==1.1.0\n",
        "pyreadline3==3.4.1\n",
        "pyright==1.1.364\n",
        "pysbd==0.3.4\n",
        "PySocks==1.7.1\n",
        "pytest==8.2.1\n",
        "python-dateutil==2.9.0.post0\n",
        "python-dotenv==1.0.1\n",
        "pytube==15.0.0\n",
        "PyYAML==6.0.1\n",
        "ratelimiter==1.2.0.post0\n",
        "regex==2023.12.25\n",
        "requests==2.32.2\n",
        "requests-oauthlib==2.0.0\n",
        "retry==0.9.2\n",
        "rich==13.7.1\n",
        "rsa==4.9\n",
        "s3transfer==0.10.1\n",
        "schema==0.7.7\n",
        "selenium==4.21.0\n",
        "semver==3.0.2\n",
        "shapely==2.0.4\n",
        "six==1.16.0\n",
        "smmap==5.0.1\n",
        "sniffio==1.3.1\n",
        "sortedcontainers==2.4.0\n",
        "soupsieve==2.5\n",
        "SQLAlchemy==2.0.30\n",
        "starlette==0.37.2\n",
        "sympy==1.12\n",
        "tenacity==8.3.0\n",
        "tiktoken==0.5.2\n",
        "tokenizers==0.19.1\n",
        "tomli==2.0.1\n",
        "tqdm==4.66.4\n",
        "trio==0.25.1\n",
        "trio-websocket==0.11.1\n",
        "typer==0.9.4\n",
        "types-requests==2.32.0.20240523\n",
        "typing-inspect==0.9.0\n",
        "typing_extensions==4.12.0\n",
        "uritemplate==4.1.1\n",
        "urllib3==2.2.1\n",
        "uvicorn==0.30.0\n",
        "watchfiles==0.22.0\n",
        "websocket-client==1.8.0\n",
        "websockets==12.0\n",
        "wrapt==1.16.0\n",
        "wsproto==1.2.0\n",
        "yarl==1.9.4\n",
        "youtube-transcript-api==0.6.2\n",
        "yt-dlp==2023.12.30\n",
        "zipp==3.19.0"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install nest_asyncio"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KGAt7tMyhJAG",
        "outputId": "46795db7-edc6-46a9-b26f-91c10e0f699f"
      },
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: nest_asyncio in /usr/local/lib/python3.11/dist-packages (1.6.0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {
        "id": "3aKciX9K8vR7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "a24c658a-1e3e-4b9b-98ae-12e8cd85524f"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting aiohttp==3.9.5 (from -r requirements.txt (line 1))\n",
            "  Downloading aiohttp-3.9.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (7.5 kB)\n",
            "Collecting aiosignal==1.3.1 (from -r requirements.txt (line 2))\n",
            "  Downloading aiosignal-1.3.1-py3-none-any.whl.metadata (4.0 kB)\n",
            "Collecting alembic==1.13.1 (from -r requirements.txt (line 3))\n",
            "  Downloading alembic-1.13.1-py3-none-any.whl.metadata (7.4 kB)\n",
            "Requirement already satisfied: annotated-types==0.7.0 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 4)) (0.7.0)\n",
            "Collecting anyio==4.4.0 (from -r requirements.txt (line 5))\n",
            "  Downloading anyio-4.4.0-py3-none-any.whl.metadata (4.6 kB)\n",
            "Requirement already satisfied: appdirs==1.4.4 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 6)) (1.4.4)\n",
            "Requirement already satisfied: asgiref==3.8.1 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 7)) (3.8.1)\n",
            "Collecting async-timeout==4.0.3 (from -r requirements.txt (line 8))\n",
            "  Downloading async_timeout-4.0.3-py3-none-any.whl.metadata (4.2 kB)\n",
            "Collecting attrs==23.2.0 (from -r requirements.txt (line 9))\n",
            "  Downloading attrs-23.2.0-py3-none-any.whl.metadata (9.5 kB)\n",
            "Requirement already satisfied: backoff==2.2.1 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 10)) (2.2.1)\n",
            "Collecting bcrypt==4.1.3 (from -r requirements.txt (line 11))\n",
            "  Downloading bcrypt-4.1.3-cp39-abi3-manylinux_2_28_x86_64.whl.metadata (9.5 kB)\n",
            "Collecting beautifulsoup4==4.12.3 (from -r requirements.txt (line 12))\n",
            "  Downloading beautifulsoup4-4.12.3-py3-none-any.whl.metadata (3.8 kB)\n",
            "Collecting boto3==1.34.113 (from -r requirements.txt (line 13))\n",
            "  Downloading boto3-1.34.113-py3-none-any.whl.metadata (6.6 kB)\n",
            "Collecting botocore==1.34.113 (from -r requirements.txt (line 14))\n",
            "  Downloading botocore-1.34.113-py3-none-any.whl.metadata (5.7 kB)\n",
            "Collecting Brotli==1.1.0 (from -r requirements.txt (line 15))\n",
            "  Downloading Brotli-1.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (5.5 kB)\n",
            "Collecting build==1.2.1 (from -r requirements.txt (line 16))\n",
            "  Downloading build-1.2.1-py3-none-any.whl.metadata (4.3 kB)\n",
            "Collecting cachetools==5.3.3 (from -r requirements.txt (line 17))\n",
            "  Downloading cachetools-5.3.3-py3-none-any.whl.metadata (5.3 kB)\n",
            "Collecting certifi==2024.2.2 (from -r requirements.txt (line 18))\n",
            "  Downloading certifi-2024.2.2-py3-none-any.whl.metadata (2.2 kB)\n",
            "Collecting cffi==1.16.0 (from -r requirements.txt (line 19))\n",
            "  Downloading cffi-1.16.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (1.5 kB)\n",
            "Collecting charset-normalizer==3.3.2 (from -r requirements.txt (line 20))\n",
            "  Downloading charset_normalizer-3.3.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (33 kB)\n",
            "Collecting chroma-hnswlib==0.7.3 (from -r requirements.txt (line 21))\n",
            "  Downloading chroma_hnswlib-0.7.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (252 bytes)\n",
            "Collecting chromadb==0.4.24 (from -r requirements.txt (line 22))\n",
            "  Downloading chromadb-0.4.24-py3-none-any.whl.metadata (7.3 kB)\n",
            "Collecting click==8.1.7 (from -r requirements.txt (line 23))\n",
            "  Downloading click-8.1.7-py3-none-any.whl.metadata (3.0 kB)\n",
            "Collecting cohere==5.5.3 (from -r requirements.txt (line 24))\n",
            "  Downloading cohere-5.5.3-py3-none-any.whl.metadata (3.6 kB)\n",
            "Collecting colorama==0.4.6 (from -r requirements.txt (line 25))\n",
            "  Downloading colorama-0.4.6-py2.py3-none-any.whl.metadata (17 kB)\n",
            "Requirement already satisfied: coloredlogs==15.0.1 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 26)) (15.0.1)\n",
            "Collecting crewai==0.30.11 (from -r requirements.txt (line 27))\n",
            "  Downloading crewai-0.30.11-py3-none-any.whl.metadata (13 kB)\n",
            "Collecting crewai-tools==0.2.6 (from -r requirements.txt (line 28))\n",
            "  Downloading crewai_tools-0.2.6-py3-none-any.whl.metadata (4.6 kB)\n",
            "Collecting cryptography==42.0.7 (from -r requirements.txt (line 29))\n",
            "  Downloading cryptography-42.0.7-cp39-abi3-manylinux_2_28_x86_64.whl.metadata (5.3 kB)\n",
            "Collecting dataclasses-json==0.6.6 (from -r requirements.txt (line 30))\n",
            "  Downloading dataclasses_json-0.6.6-py3-none-any.whl.metadata (25 kB)\n",
            "Collecting decorator==5.1.1 (from -r requirements.txt (line 31))\n",
            "  Downloading decorator-5.1.1-py3-none-any.whl.metadata (4.0 kB)\n",
            "Collecting Deprecated==1.2.14 (from -r requirements.txt (line 32))\n",
            "  Downloading Deprecated-1.2.14-py2.py3-none-any.whl.metadata (5.4 kB)\n",
            "Requirement already satisfied: deprecation==2.1.0 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 33)) (2.1.0)\n",
            "Requirement already satisfied: distro==1.9.0 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 34)) (1.9.0)\n",
            "Collecting docstring-parser==0.15 (from -r requirements.txt (line 35))\n",
            "  Downloading docstring_parser-0.15-py3-none-any.whl.metadata (2.4 kB)\n",
            "Collecting docx2txt==0.8 (from -r requirements.txt (line 36))\n",
            "  Downloading docx2txt-0.8.tar.gz (2.8 kB)\n",
            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "Collecting embedchain==0.1.102 (from -r requirements.txt (line 37))\n",
            "  Downloading embedchain-0.1.102-py3-none-any.whl.metadata (10 kB)\n",
            "Collecting exceptiongroup==1.2.1 (from -r requirements.txt (line 38))\n",
            "  Downloading exceptiongroup-1.2.1-py3-none-any.whl.metadata (6.6 kB)\n",
            "Collecting fastapi==0.110.3 (from -r requirements.txt (line 39))\n",
            "  Downloading fastapi-0.110.3-py3-none-any.whl.metadata (24 kB)\n",
            "Collecting fastavro==1.9.4 (from -r requirements.txt (line 40))\n",
            "  Downloading fastavro-1.9.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (5.5 kB)\n",
            "Collecting filelock==3.14.0 (from -r requirements.txt (line 41))\n",
            "  Downloading filelock-3.14.0-py3-none-any.whl.metadata (2.8 kB)\n",
            "Collecting flatbuffers==24.3.25 (from -r requirements.txt (line 42))\n",
            "  Downloading flatbuffers-24.3.25-py2.py3-none-any.whl.metadata (850 bytes)\n",
            "Collecting frozenlist==1.4.1 (from -r requirements.txt (line 43))\n",
            "  Downloading frozenlist-1.4.1-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (12 kB)\n",
            "Collecting fsspec==2024.5.0 (from -r requirements.txt (line 44))\n",
            "  Downloading fsspec-2024.5.0-py3-none-any.whl.metadata (11 kB)\n",
            "Collecting gitdb==4.0.11 (from -r requirements.txt (line 45))\n",
            "  Downloading gitdb-4.0.11-py3-none-any.whl.metadata (1.2 kB)\n",
            "Collecting GitPython==3.1.43 (from -r requirements.txt (line 46))\n",
            "  Downloading GitPython-3.1.43-py3-none-any.whl.metadata (13 kB)\n",
            "Collecting google-ai-generativelanguage==0.6.4 (from -r requirements.txt (line 47))\n",
            "  Downloading google_ai_generativelanguage-0.6.4-py3-none-any.whl.metadata (5.6 kB)\n",
            "Collecting google-api-core==2.19.0 (from -r requirements.txt (line 48))\n",
            "  Downloading google_api_core-2.19.0-py3-none-any.whl.metadata (2.7 kB)\n",
            "Collecting google-api-python-client==2.130.0 (from -r requirements.txt (line 49))\n",
            "  Downloading google_api_python_client-2.130.0-py2.py3-none-any.whl.metadata (6.7 kB)\n",
            "Collecting google-auth==2.29.0 (from -r requirements.txt (line 50))\n",
            "  Downloading google_auth-2.29.0-py2.py3-none-any.whl.metadata (4.7 kB)\n",
            "Requirement already satisfied: google-auth-httplib2==0.2.0 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 51)) (0.2.0)\n",
            "Collecting google-cloud-aiplatform==1.52.0 (from -r requirements.txt (line 52))\n",
            "  Downloading google_cloud_aiplatform-1.52.0-py2.py3-none-any.whl.metadata (30 kB)\n",
            "Collecting google-cloud-bigquery==3.23.1 (from -r requirements.txt (line 53))\n",
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            "Requirement already satisfied: google-cloud-core==2.4.1 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 54)) (2.4.1)\n",
            "Collecting google-cloud-resource-manager==1.12.3 (from -r requirements.txt (line 55))\n",
            "  Downloading google_cloud_resource_manager-1.12.3-py2.py3-none-any.whl.metadata (5.3 kB)\n",
            "Collecting google-cloud-storage==2.16.0 (from -r requirements.txt (line 56))\n",
            "  Downloading google_cloud_storage-2.16.0-py2.py3-none-any.whl.metadata (6.1 kB)\n",
            "Collecting google-crc32c==1.5.0 (from -r requirements.txt (line 57))\n",
            "  Downloading google_crc32c-1.5.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (2.3 kB)\n",
            "Collecting google-generativeai==0.5.4 (from -r requirements.txt (line 58))\n",
            "  Downloading google_generativeai-0.5.4-py3-none-any.whl.metadata (3.9 kB)\n",
            "Collecting google-resumable-media==2.7.0 (from -r requirements.txt (line 59))\n",
            "  Downloading google_resumable_media-2.7.0-py2.py3-none-any.whl.metadata (2.2 kB)\n",
            "Collecting googleapis-common-protos==1.63.0 (from -r requirements.txt (line 60))\n",
            "  Downloading googleapis_common_protos-1.63.0-py2.py3-none-any.whl.metadata (1.5 kB)\n",
            "Collecting gptcache==0.1.43 (from -r requirements.txt (line 61))\n",
            "  Downloading gptcache-0.1.43-py3-none-any.whl.metadata (24 kB)\n",
            "Collecting greenlet==3.0.3 (from -r requirements.txt (line 62))\n",
            "  Downloading greenlet-3.0.3-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl.metadata (3.8 kB)\n",
            "Collecting grpc-google-iam-v1==0.13.0 (from -r requirements.txt (line 63))\n",
            "  Downloading grpc_google_iam_v1-0.13.0-py2.py3-none-any.whl.metadata (3.3 kB)\n",
            "Collecting grpcio==1.64.0 (from -r requirements.txt (line 64))\n",
            "  Downloading grpcio-1.64.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (3.3 kB)\n",
            "Collecting grpcio-status==1.62.2 (from -r requirements.txt (line 65))\n",
            "  Downloading grpcio_status-1.62.2-py3-none-any.whl.metadata (1.3 kB)\n",
            "Requirement already satisfied: h11==0.14.0 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 66)) (0.14.0)\n",
            "Collecting httpcore==1.0.5 (from -r requirements.txt (line 67))\n",
            "  Downloading httpcore-1.0.5-py3-none-any.whl.metadata (20 kB)\n",
            "Requirement already satisfied: httplib2==0.22.0 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 68)) (0.22.0)\n",
            "Collecting httptools==0.6.1 (from -r requirements.txt (line 69))\n",
            "  Downloading httptools-0.6.1-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (3.6 kB)\n",
            "Collecting httpx==0.27.0 (from -r requirements.txt (line 70))\n",
            "  Downloading httpx-0.27.0-py3-none-any.whl.metadata (7.2 kB)\n",
            "Requirement already satisfied: httpx-sse==0.4.0 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 71)) (0.4.0)\n",
            "Collecting huggingface-hub==0.23.2 (from -r requirements.txt (line 72))\n",
            "  Downloading huggingface_hub-0.23.2-py3-none-any.whl.metadata (12 kB)\n",
            "Requirement already satisfied: humanfriendly==10.0 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 73)) (10.0)\n",
            "Collecting idna==3.7 (from -r requirements.txt (line 74))\n",
            "  Downloading idna-3.7-py3-none-any.whl.metadata (9.9 kB)\n",
            "Collecting importlib-metadata==7.0.0 (from -r requirements.txt (line 75))\n",
            "  Downloading importlib_metadata-7.0.0-py3-none-any.whl.metadata (4.9 kB)\n",
            "Collecting importlib_resources==6.4.0 (from -r requirements.txt (line 76))\n",
            "  Downloading importlib_resources-6.4.0-py3-none-any.whl.metadata (3.9 kB)\n",
            "Requirement already satisfied: iniconfig==2.0.0 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 77)) (2.0.0)\n",
            "Collecting instructor==0.5.2 (from -r requirements.txt (line 78))\n",
            "  Downloading instructor-0.5.2-py3-none-any.whl.metadata (10 kB)\n",
            "Collecting jmespath==1.0.1 (from -r requirements.txt (line 79))\n",
            "  Downloading jmespath-1.0.1-py3-none-any.whl.metadata (7.6 kB)\n",
            "Requirement already satisfied: jsonpatch==1.33 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 80)) (1.33)\n",
            "Collecting jsonpointer==2.4 (from -r requirements.txt (line 81))\n",
            "  Downloading jsonpointer-2.4-py2.py3-none-any.whl.metadata (2.5 kB)\n",
            "Collecting kubernetes==29.0.0 (from -r requirements.txt (line 82))\n",
            "  Downloading kubernetes-29.0.0-py2.py3-none-any.whl.metadata (1.5 kB)\n",
            "Collecting lancedb==0.5.7 (from -r requirements.txt (line 83))\n",
            "  Downloading lancedb-0.5.7-py3-none-any.whl.metadata (17 kB)\n",
            "Collecting langchain==0.1.20 (from -r requirements.txt (line 84))\n",
            "  Downloading langchain-0.1.20-py3-none-any.whl.metadata (13 kB)\n",
            "Collecting langchain-cohere==0.1.5 (from -r requirements.txt (line 85))\n",
            "  Downloading langchain_cohere-0.1.5-py3-none-any.whl.metadata (6.4 kB)\n",
            "Collecting langchain-community==0.0.38 (from -r requirements.txt (line 86))\n",
            "  Downloading langchain_community-0.0.38-py3-none-any.whl.metadata (8.7 kB)\n",
            "Collecting langchain-core==0.1.52 (from -r requirements.txt (line 87))\n",
            "  Downloading langchain_core-0.1.52-py3-none-any.whl.metadata (5.9 kB)\n",
            "Collecting langchain-google-genai==1.0.4 (from -r requirements.txt (line 88))\n",
            "  Downloading langchain_google_genai-1.0.4-py3-none-any.whl.metadata (3.8 kB)\n",
            "Collecting langchain-openai==0.0.5 (from -r requirements.txt (line 89))\n",
            "  Downloading langchain_openai-0.0.5-py3-none-any.whl.metadata (2.5 kB)\n",
            "Collecting langchain-text-splitters==0.0.2 (from -r requirements.txt (line 90))\n",
            "  Downloading langchain_text_splitters-0.0.2-py3-none-any.whl.metadata (2.2 kB)\n",
            "Collecting langsmith==0.1.63 (from -r requirements.txt (line 91))\n",
            "  Downloading langsmith-0.1.63-py3-none-any.whl.metadata (13 kB)\n",
            "Collecting load-dotenv==0.1.0 (from -r requirements.txt (line 92))\n",
            "  Downloading load_dotenv-0.1.0-py3-none-any.whl.metadata (1.9 kB)\n",
            "Collecting Mako==1.3.5 (from -r requirements.txt (line 93))\n",
            "  Downloading Mako-1.3.5-py3-none-any.whl.metadata (2.9 kB)\n",
            "Requirement already satisfied: markdown-it-py==3.0.0 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 94)) (3.0.0)\n",
            "Collecting MarkupSafe==2.1.5 (from -r requirements.txt (line 95))\n",
            "  Downloading MarkupSafe-2.1.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (3.0 kB)\n",
            "Collecting marshmallow==3.21.2 (from -r requirements.txt (line 96))\n",
            "  Downloading marshmallow-3.21.2-py3-none-any.whl.metadata (7.1 kB)\n",
            "Requirement already satisfied: mdurl==0.1.2 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 97)) (0.1.2)\n",
            "Collecting mmh3==4.1.0 (from -r requirements.txt (line 98))\n",
            "  Downloading mmh3-4.1.0-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (13 kB)\n",
            "Requirement already satisfied: monotonic==1.6 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 99)) (1.6)\n",
            "Requirement already satisfied: mpmath==1.3.0 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 100)) (1.3.0)\n",
            "Collecting multidict==6.0.5 (from -r requirements.txt (line 101))\n",
            "  Downloading multidict-6.0.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (4.2 kB)\n",
            "Collecting mutagen==1.47.0 (from -r requirements.txt (line 102))\n",
            "  Downloading mutagen-1.47.0-py3-none-any.whl.metadata (1.7 kB)\n",
            "Requirement already satisfied: mypy-extensions==1.0.0 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 103)) (1.0.0)\n",
            "Collecting nodeenv==1.8.0 (from -r requirements.txt (line 104))\n",
            "  Downloading nodeenv-1.8.0-py2.py3-none-any.whl.metadata (21 kB)\n",
            "Requirement already satisfied: numpy==1.26.4 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 105)) (1.26.4)\n",
            "Requirement already satisfied: oauthlib==3.2.2 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 106)) (3.2.2)\n",
            "Collecting onnxruntime==1.18.0 (from -r requirements.txt (line 107))\n",
            "  Downloading onnxruntime-1.18.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.metadata (4.3 kB)\n",
            "Collecting openai==1.30.3 (from -r requirements.txt (line 108))\n",
            "  Downloading openai-1.30.3-py3-none-any.whl.metadata (21 kB)\n",
            "Collecting opentelemetry-api==1.24.0 (from -r requirements.txt (line 109))\n",
            "  Downloading opentelemetry_api-1.24.0-py3-none-any.whl.metadata (1.3 kB)\n",
            "Collecting opentelemetry-exporter-otlp-proto-common==1.24.0 (from -r requirements.txt (line 110))\n",
            "  Downloading opentelemetry_exporter_otlp_proto_common-1.24.0-py3-none-any.whl.metadata (1.7 kB)\n",
            "Collecting opentelemetry-exporter-otlp-proto-grpc==1.24.0 (from -r requirements.txt (line 111))\n",
            "  Downloading opentelemetry_exporter_otlp_proto_grpc-1.24.0-py3-none-any.whl.metadata (2.2 kB)\n",
            "Collecting opentelemetry-exporter-otlp-proto-http==1.24.0 (from -r requirements.txt (line 112))\n",
            "  Downloading opentelemetry_exporter_otlp_proto_http-1.24.0-py3-none-any.whl.metadata (2.1 kB)\n",
            "Collecting opentelemetry-instrumentation==0.45b0 (from -r requirements.txt (line 113))\n",
            "  Downloading opentelemetry_instrumentation-0.45b0-py3-none-any.whl.metadata (6.1 kB)\n",
            "Collecting opentelemetry-instrumentation-asgi==0.45b0 (from -r requirements.txt (line 114))\n",
            "  Downloading opentelemetry_instrumentation_asgi-0.45b0-py3-none-any.whl.metadata (1.9 kB)\n",
            "Collecting opentelemetry-instrumentation-fastapi==0.45b0 (from -r requirements.txt (line 115))\n",
            "  Downloading opentelemetry_instrumentation_fastapi-0.45b0-py3-none-any.whl.metadata (2.0 kB)\n",
            "Collecting opentelemetry-proto==1.24.0 (from -r requirements.txt (line 116))\n",
            "  Downloading opentelemetry_proto-1.24.0-py3-none-any.whl.metadata (2.2 kB)\n",
            "Collecting opentelemetry-sdk==1.24.0 (from -r requirements.txt (line 117))\n",
            "  Downloading opentelemetry_sdk-1.24.0-py3-none-any.whl.metadata (1.4 kB)\n",
            "Collecting opentelemetry-semantic-conventions==0.45b0 (from -r requirements.txt (line 118))\n",
            "  Downloading opentelemetry_semantic_conventions-0.45b0-py3-none-any.whl.metadata (2.2 kB)\n",
            "Collecting opentelemetry-util-http==0.45b0 (from -r requirements.txt (line 119))\n",
            "  Downloading opentelemetry_util_http-0.45b0-py3-none-any.whl.metadata (2.4 kB)\n",
            "Collecting orjson==3.10.3 (from -r requirements.txt (line 120))\n",
            "  Downloading orjson-3.10.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (49 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m49.7/49.7 kB\u001b[0m \u001b[31m3.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting outcome==1.3.0.post0 (from -r requirements.txt (line 121))\n",
            "  Downloading outcome-1.3.0.post0-py2.py3-none-any.whl.metadata (2.6 kB)\n",
            "Requirement already satisfied: overrides==7.7.0 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 122)) (7.7.0)\n",
            "Collecting packaging==23.2 (from -r requirements.txt (line 123))\n",
            "  Downloading packaging-23.2-py3-none-any.whl.metadata (3.2 kB)\n",
            "Requirement already satisfied: pluggy==1.5.0 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 124)) (1.5.0)\n",
            "Collecting posthog==3.5.0 (from -r requirements.txt (line 125))\n",
            "  Downloading posthog-3.5.0-py2.py3-none-any.whl.metadata (2.0 kB)\n",
            "Collecting proto-plus==1.23.0 (from -r requirements.txt (line 126))\n",
            "  Downloading proto_plus-1.23.0-py3-none-any.whl.metadata (2.2 kB)\n",
            "Collecting protobuf==4.25.3 (from -r requirements.txt (line 127))\n",
            "  Downloading protobuf-4.25.3-cp37-abi3-manylinux2014_x86_64.whl.metadata (541 bytes)\n",
            "Collecting pulsar-client==3.5.0 (from -r requirements.txt (line 128))\n",
            "  Downloading pulsar_client-3.5.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (1.0 kB)\n",
            "Collecting py==1.11.0 (from -r requirements.txt (line 129))\n",
            "  Downloading py-1.11.0-py2.py3-none-any.whl.metadata (2.8 kB)\n",
            "Collecting pyarrow==16.1.0 (from -r requirements.txt (line 130))\n",
            "  Downloading pyarrow-16.1.0-cp311-cp311-manylinux_2_28_x86_64.whl.metadata (3.0 kB)\n",
            "Collecting pyasn1==0.6.0 (from -r requirements.txt (line 131))\n",
            "  Downloading pyasn1-0.6.0-py2.py3-none-any.whl.metadata (8.3 kB)\n",
            "Collecting pyasn1_modules==0.4.0 (from -r requirements.txt (line 132))\n",
            "  Downloading pyasn1_modules-0.4.0-py3-none-any.whl.metadata (3.4 kB)\n",
            "Requirement already satisfied: pycparser==2.22 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 133)) (2.22)\n",
            "Collecting pycryptodomex==3.20.0 (from -r requirements.txt (line 134))\n",
            "  Downloading pycryptodomex-3.20.0-cp35-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (3.4 kB)\n",
            "Collecting pydantic==2.7.1 (from -r requirements.txt (line 135))\n",
            "  Downloading pydantic-2.7.1-py3-none-any.whl.metadata (107 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m107.3/107.3 kB\u001b[0m \u001b[31m8.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting pydantic_core==2.18.2 (from -r requirements.txt (line 136))\n",
            "  Downloading pydantic_core-2.18.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (6.5 kB)\n",
            "Collecting PyGithub==1.59.1 (from -r requirements.txt (line 137))\n",
            "  Downloading PyGithub-1.59.1-py3-none-any.whl.metadata (2.0 kB)\n",
            "Requirement already satisfied: Pygments==2.18.0 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 138)) (2.18.0)\n",
            "Collecting PyJWT==2.8.0 (from -r requirements.txt (line 139))\n",
            "  Downloading PyJWT-2.8.0-py3-none-any.whl.metadata (4.2 kB)\n",
            "Collecting pylance==0.9.18 (from -r requirements.txt (line 140))\n",
            "  Downloading pylance-0.9.18-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (7.2 kB)\n",
            "Collecting PyNaCl==1.5.0 (from -r requirements.txt (line 141))\n",
            "  Downloading PyNaCl-1.5.0-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl.metadata (8.6 kB)\n",
            "Collecting pyparsing==3.1.2 (from -r requirements.txt (line 142))\n",
            "  Downloading pyparsing-3.1.2-py3-none-any.whl.metadata (5.1 kB)\n",
            "Collecting pypdf==3.17.4 (from -r requirements.txt (line 143))\n",
            "  Downloading pypdf-3.17.4-py3-none-any.whl.metadata (7.5 kB)\n",
            "Requirement already satisfied: PyPika==0.48.9 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 144)) (0.48.9)\n",
            "Collecting pyproject_hooks==1.1.0 (from -r requirements.txt (line 145))\n",
            "  Downloading pyproject_hooks-1.1.0-py3-none-any.whl.metadata (1.3 kB)\n",
            "Collecting pyreadline3==3.4.1 (from -r requirements.txt (line 146))\n",
            "  Downloading pyreadline3-3.4.1-py3-none-any.whl.metadata (2.0 kB)\n",
            "Collecting pyright==1.1.364 (from -r requirements.txt (line 147))\n",
            "  Downloading pyright-1.1.364-py3-none-any.whl.metadata (6.2 kB)\n",
            "Requirement already satisfied: pysbd==0.3.4 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 148)) (0.3.4)\n",
            "Requirement already satisfied: PySocks==1.7.1 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 149)) (1.7.1)\n",
            "Collecting pytest==8.2.1 (from -r requirements.txt (line 150))\n",
            "  Downloading pytest-8.2.1-py3-none-any.whl.metadata (7.6 kB)\n",
            "Collecting python-dateutil==2.9.0.post0 (from -r requirements.txt (line 151))\n",
            "  Downloading python_dateutil-2.9.0.post0-py2.py3-none-any.whl.metadata (8.4 kB)\n",
            "Requirement already satisfied: python-dotenv==1.0.1 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 152)) (1.0.1)\n",
            "Requirement already satisfied: pytube==15.0.0 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 153)) (15.0.0)\n",
            "Collecting PyYAML==6.0.1 (from -r requirements.txt (line 154))\n",
            "  Downloading PyYAML-6.0.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (2.1 kB)\n",
            "Collecting ratelimiter==1.2.0.post0 (from -r requirements.txt (line 155))\n",
            "  Downloading ratelimiter-1.2.0.post0-py3-none-any.whl.metadata (4.0 kB)\n",
            "Collecting regex==2023.12.25 (from -r requirements.txt (line 156))\n",
            "  Downloading regex-2023.12.25-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (40 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m40.9/40.9 kB\u001b[0m \u001b[31m2.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting requests==2.32.2 (from -r requirements.txt (line 157))\n",
            "  Downloading requests-2.32.2-py3-none-any.whl.metadata (4.6 kB)\n",
            "Requirement already satisfied: requests-oauthlib==2.0.0 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 158)) (2.0.0)\n",
            "Collecting retry==0.9.2 (from -r requirements.txt (line 159))\n",
            "  Downloading retry-0.9.2-py2.py3-none-any.whl.metadata (5.8 kB)\n",
            "Collecting rich==13.7.1 (from -r requirements.txt (line 160))\n",
            "  Downloading rich-13.7.1-py3-none-any.whl.metadata (18 kB)\n",
            "Requirement already satisfied: rsa==4.9 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 161)) (4.9)\n",
            "Collecting s3transfer==0.10.1 (from -r requirements.txt (line 162))\n",
            "  Downloading s3transfer-0.10.1-py3-none-any.whl.metadata (1.7 kB)\n",
            "Requirement already satisfied: schema==0.7.7 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 163)) (0.7.7)\n",
            "Collecting selenium==4.21.0 (from -r requirements.txt (line 164))\n",
            "  Downloading selenium-4.21.0-py3-none-any.whl.metadata (6.9 kB)\n",
            "Collecting semver==3.0.2 (from -r requirements.txt (line 165))\n",
            "  Downloading semver-3.0.2-py3-none-any.whl.metadata (5.0 kB)\n",
            "Collecting shapely==2.0.4 (from -r requirements.txt (line 166))\n",
            "  Downloading shapely-2.0.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (7.0 kB)\n",
            "Collecting six==1.16.0 (from -r requirements.txt (line 167))\n",
            "  Downloading six-1.16.0-py2.py3-none-any.whl.metadata (1.8 kB)\n",
            "Collecting smmap==5.0.1 (from -r requirements.txt (line 168))\n",
            "  Downloading smmap-5.0.1-py3-none-any.whl.metadata (4.3 kB)\n",
            "Requirement already satisfied: sniffio==1.3.1 in /usr/local/lib/python3.11/dist-packages (from -r requirements.txt (line 169)) (1.3.1)\n",
            "Collecting sortedcontainers==2.4.0 (from -r requirements.txt (line 170))\n",
            "  Downloading sortedcontainers-2.4.0-py2.py3-none-any.whl.metadata (10 kB)\n",
            "Collecting soupsieve==2.5 (from -r requirements.txt (line 171))\n",
            "  Downloading soupsieve-2.5-py3-none-any.whl.metadata (4.7 kB)\n",
            "Collecting SQLAlchemy==2.0.30 (from -r requirements.txt (line 172))\n",
            "  Downloading SQLAlchemy-2.0.30-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (9.6 kB)\n",
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            "\u001b[?25hDownloading tokenizers-0.19.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.6 MB)\n",
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            "\u001b[?25hDownloading websockets-12.0-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (130 kB)\n",
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            "\u001b[?25hDownloading wrapt-1.16.0-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (80 kB)\n",
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            "\u001b[?25hDownloading wsproto-1.2.0-py3-none-any.whl (24 kB)\n",
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            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m328.1/328.1 kB\u001b[0m \u001b[31m14.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hDownloading youtube_transcript_api-0.6.2-py3-none-any.whl (24 kB)\n",
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            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.0/3.0 MB\u001b[0m \u001b[31m34.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hDownloading zipp-3.19.0-py3-none-any.whl (8.3 kB)\n",
            "Building wheels for collected packages: docx2txt\n",
            "  Building wheel for docx2txt (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for docx2txt: filename=docx2txt-0.8-py3-none-any.whl size=3960 sha256=0b366512b1742ffde45c27f1da36c8a03e137f2768593ef50bb6c1d34503cc09\n",
            "  Stored in directory: /root/.cache/pip/wheels/0f/0e/7a/3094a4ceefe657bff7e12dd9592a9d5b6487ef4338ace0afa6\n",
            "Successfully built docx2txt\n",
            "Installing collected packages: sortedcontainers, ratelimiter, pyreadline3, mmh3, flatbuffers, docx2txt, Brotli, zipp, wsproto, wrapt, websockets, urllib3, typing_extensions, tqdm, tomli, tenacity, sympy, soupsieve, smmap, six, shapely, semver, regex, PyYAML, pyproject_hooks, pypdf, pyparsing, PyJWT, pycryptodomex, pyasn1, pyarrow, py, protobuf, packaging, orjson, opentelemetry-util-http, opentelemetry-semantic-conventions, nodeenv, mutagen, multidict, MarkupSafe, load-dotenv, jsonpointer, jmespath, importlib_resources, idna, httptools, grpcio, greenlet, google-crc32c, fsspec, frozenlist, filelock, fastavro, exceptiongroup, docstring-parser, decorator, colorama, click, chroma-hnswlib, charset-normalizer, cffi, certifi, cachetools, bcrypt, attrs, async-timeout, yarl, uvicorn, types-requests, typer, SQLAlchemy, rich, retry, requests, python-dateutil, pytest, pyright, PyNaCl, pylance, pydantic_core, pyasn1_modules, pulsar-client, proto-plus, outcome, opentelemetry-proto, onnxruntime, marshmallow, Mako, importlib-metadata, httpcore, googleapis-common-protos, google-resumable-media, gitdb, Deprecated, cryptography, build, beautifulsoup4, anyio, aiosignal, yt-dlp, youtube-transcript-api, watchfiles, trio, tiktoken, starlette, pydantic, posthog, opentelemetry-exporter-otlp-proto-common, opentelemetry-api, huggingface-hub, httpx, grpcio-status, gptcache, google-auth, GitPython, dataclasses-json, botocore, alembic, aiohttp, trio-websocket, tokenizers, s3transfer, PyGithub, opentelemetry-sdk, opentelemetry-instrumentation, openai, langsmith, lancedb, kubernetes, grpc-google-iam-v1, google-api-core, fastapi, selenium, opentelemetry-instrumentation-asgi, opentelemetry-exporter-otlp-proto-http, opentelemetry-exporter-otlp-proto-grpc, langchain-core, instructor, google-api-python-client, boto3, opentelemetry-instrumentation-fastapi, langchain-text-splitters, langchain-openai, langchain-community, google-cloud-storage, google-cloud-resource-manager, google-cloud-bigquery, google-ai-generativelanguage, cohere, langchain-cohere, langchain, google-generativeai, google-cloud-aiplatform, chromadb, langchain-google-genai, embedchain, crewai, crewai-tools\n",
            "  Attempting uninstall: mmh3\n",
            "    Found existing installation: mmh3 5.1.0\n",
            "    Uninstalling mmh3-5.1.0:\n",
            "      Successfully uninstalled mmh3-5.1.0\n",
            "  Attempting uninstall: flatbuffers\n",
            "    Found existing installation: flatbuffers 25.1.24\n",
            "    Uninstalling flatbuffers-25.1.24:\n",
            "      Successfully uninstalled flatbuffers-25.1.24\n",
            "  Attempting uninstall: zipp\n",
            "    Found existing installation: zipp 3.21.0\n",
            "    Uninstalling zipp-3.21.0:\n",
            "      Successfully uninstalled zipp-3.21.0\n",
            "  Attempting uninstall: wrapt\n",
            "    Found existing installation: wrapt 1.17.2\n",
            "    Uninstalling wrapt-1.17.2:\n",
            "      Successfully uninstalled wrapt-1.17.2\n",
            "  Attempting uninstall: websockets\n",
            "    Found existing installation: websockets 14.2\n",
            "    Uninstalling websockets-14.2:\n",
            "      Successfully uninstalled websockets-14.2\n",
            "  Attempting uninstall: urllib3\n",
            "    Found existing installation: urllib3 2.3.0\n",
            "    Uninstalling urllib3-2.3.0:\n",
            "      Successfully uninstalled urllib3-2.3.0\n",
            "  Attempting uninstall: typing_extensions\n",
            "    Found existing installation: typing_extensions 4.12.2\n",
            "    Uninstalling typing_extensions-4.12.2:\n",
            "      Successfully uninstalled typing_extensions-4.12.2\n",
            "  Attempting uninstall: tqdm\n",
            "    Found existing installation: tqdm 4.67.1\n",
            "    Uninstalling tqdm-4.67.1:\n",
            "      Successfully uninstalled tqdm-4.67.1\n",
            "  Attempting uninstall: tomli\n",
            "    Found existing installation: tomli 2.2.1\n",
            "    Uninstalling tomli-2.2.1:\n",
            "      Successfully uninstalled tomli-2.2.1\n",
            "  Attempting uninstall: tenacity\n",
            "    Found existing installation: tenacity 9.0.0\n",
            "    Uninstalling tenacity-9.0.0:\n",
            "      Successfully uninstalled tenacity-9.0.0\n",
            "  Attempting uninstall: sympy\n",
            "    Found existing installation: sympy 1.13.1\n",
            "    Uninstalling sympy-1.13.1:\n",
            "      Successfully uninstalled sympy-1.13.1\n",
            "  Attempting uninstall: soupsieve\n",
            "    Found existing installation: soupsieve 2.6\n",
            "    Uninstalling soupsieve-2.6:\n",
            "      Successfully uninstalled soupsieve-2.6\n",
            "  Attempting uninstall: smmap\n",
            "    Found existing installation: smmap 5.0.2\n",
            "    Uninstalling smmap-5.0.2:\n",
            "      Successfully uninstalled smmap-5.0.2\n",
            "  Attempting uninstall: six\n",
            "    Found existing installation: six 1.17.0\n",
            "    Uninstalling six-1.17.0:\n",
            "      Successfully uninstalled six-1.17.0\n",
            "  Attempting uninstall: shapely\n",
            "    Found existing installation: shapely 2.0.7\n",
            "    Uninstalling shapely-2.0.7:\n",
            "      Successfully uninstalled shapely-2.0.7\n",
            "  Attempting uninstall: regex\n",
            "    Found existing installation: regex 2024.11.6\n",
            "    Uninstalling regex-2024.11.6:\n",
            "      Successfully uninstalled regex-2024.11.6\n",
            "  Attempting uninstall: PyYAML\n",
            "    Found existing installation: PyYAML 6.0.2\n",
            "    Uninstalling PyYAML-6.0.2:\n",
            "      Successfully uninstalled PyYAML-6.0.2\n",
            "  Attempting uninstall: pyproject_hooks\n",
            "    Found existing installation: pyproject_hooks 1.2.0\n",
            "    Uninstalling pyproject_hooks-1.2.0:\n",
            "      Successfully uninstalled pyproject_hooks-1.2.0\n",
            "  Attempting uninstall: pypdf\n",
            "    Found existing installation: pypdf 5.3.0\n",
            "    Uninstalling pypdf-5.3.0:\n",
            "      Successfully uninstalled pypdf-5.3.0\n",
            "  Attempting uninstall: pyparsing\n",
            "    Found existing installation: pyparsing 3.2.1\n",
            "    Uninstalling pyparsing-3.2.1:\n",
            "      Successfully uninstalled pyparsing-3.2.1\n",
            "  Attempting uninstall: PyJWT\n",
            "    Found existing installation: PyJWT 2.10.1\n",
            "    Uninstalling PyJWT-2.10.1:\n",
            "      Successfully uninstalled PyJWT-2.10.1\n",
            "  Attempting uninstall: pyasn1\n",
            "    Found existing installation: pyasn1 0.6.1\n",
            "    Uninstalling pyasn1-0.6.1:\n",
            "      Successfully uninstalled pyasn1-0.6.1\n",
            "  Attempting uninstall: pyarrow\n",
            "    Found existing installation: pyarrow 17.0.0\n",
            "    Uninstalling pyarrow-17.0.0:\n",
            "      Successfully uninstalled pyarrow-17.0.0\n",
            "  Attempting uninstall: protobuf\n",
            "    Found existing installation: protobuf 5.29.3\n",
            "    Uninstalling protobuf-5.29.3:\n",
            "      Successfully uninstalled protobuf-5.29.3\n",
            "  Attempting uninstall: packaging\n",
            "    Found existing installation: packaging 24.2\n",
            "    Uninstalling packaging-24.2:\n",
            "      Successfully uninstalled packaging-24.2\n",
            "  Attempting uninstall: orjson\n",
            "    Found existing installation: orjson 3.10.15\n",
            "    Uninstalling orjson-3.10.15:\n",
            "      Successfully uninstalled orjson-3.10.15\n",
            "  Attempting uninstall: opentelemetry-util-http\n",
            "    Found existing installation: opentelemetry-util-http 0.51b0\n",
            "    Uninstalling opentelemetry-util-http-0.51b0:\n",
            "      Successfully uninstalled opentelemetry-util-http-0.51b0\n",
            "  Attempting uninstall: opentelemetry-semantic-conventions\n",
            "    Found existing installation: opentelemetry-semantic-conventions 0.51b0\n",
            "    Uninstalling opentelemetry-semantic-conventions-0.51b0:\n",
            "      Successfully uninstalled opentelemetry-semantic-conventions-0.51b0\n",
            "  Attempting uninstall: nodeenv\n",
            "    Found existing installation: nodeenv 1.9.1\n",
            "    Uninstalling nodeenv-1.9.1:\n",
            "      Successfully uninstalled nodeenv-1.9.1\n",
            "  Attempting uninstall: multidict\n",
            "    Found existing installation: multidict 6.1.0\n",
            "    Uninstalling multidict-6.1.0:\n",
            "      Successfully uninstalled multidict-6.1.0\n",
            "  Attempting uninstall: MarkupSafe\n",
            "    Found existing installation: MarkupSafe 3.0.2\n",
            "    Uninstalling MarkupSafe-3.0.2:\n",
            "      Successfully uninstalled MarkupSafe-3.0.2\n",
            "  Attempting uninstall: jsonpointer\n",
            "    Found existing installation: jsonpointer 3.0.0\n",
            "    Uninstalling jsonpointer-3.0.0:\n",
            "      Successfully uninstalled jsonpointer-3.0.0\n",
            "  Attempting uninstall: importlib_resources\n",
            "    Found existing installation: importlib_resources 6.5.2\n",
            "    Uninstalling importlib_resources-6.5.2:\n",
            "      Successfully uninstalled importlib_resources-6.5.2\n",
            "  Attempting uninstall: idna\n",
            "    Found existing installation: idna 3.10\n",
            "    Uninstalling idna-3.10:\n",
            "      Successfully uninstalled idna-3.10\n",
            "  Attempting uninstall: httptools\n",
            "    Found existing installation: httptools 0.6.4\n",
            "    Uninstalling httptools-0.6.4:\n",
            "      Successfully uninstalled httptools-0.6.4\n",
            "  Attempting uninstall: grpcio\n",
            "    Found existing installation: grpcio 1.70.0\n",
            "    Uninstalling grpcio-1.70.0:\n",
            "      Successfully uninstalled grpcio-1.70.0\n",
            "  Attempting uninstall: greenlet\n",
            "    Found existing installation: greenlet 3.1.1\n",
            "    Uninstalling greenlet-3.1.1:\n",
            "      Successfully uninstalled greenlet-3.1.1\n",
            "  Attempting uninstall: google-crc32c\n",
            "    Found existing installation: google-crc32c 1.6.0\n",
            "    Uninstalling google-crc32c-1.6.0:\n",
            "      Successfully uninstalled google-crc32c-1.6.0\n",
            "  Attempting uninstall: fsspec\n",
            "    Found existing installation: fsspec 2024.10.0\n",
            "    Uninstalling fsspec-2024.10.0:\n",
            "      Successfully uninstalled fsspec-2024.10.0\n",
            "  Attempting uninstall: frozenlist\n",
            "    Found existing installation: frozenlist 1.5.0\n",
            "    Uninstalling frozenlist-1.5.0:\n",
            "      Successfully uninstalled frozenlist-1.5.0\n",
            "  Attempting uninstall: filelock\n",
            "    Found existing installation: filelock 3.17.0\n",
            "    Uninstalling filelock-3.17.0:\n",
            "      Successfully uninstalled filelock-3.17.0\n",
            "  Attempting uninstall: fastavro\n",
            "    Found existing installation: fastavro 1.10.0\n",
            "    Uninstalling fastavro-1.10.0:\n",
            "      Successfully uninstalled fastavro-1.10.0\n",
            "  Attempting uninstall: docstring-parser\n",
            "    Found existing installation: docstring_parser 0.16\n",
            "    Uninstalling docstring_parser-0.16:\n",
            "      Successfully uninstalled docstring_parser-0.16\n",
            "  Attempting uninstall: decorator\n",
            "    Found existing installation: decorator 4.4.2\n",
            "    Uninstalling decorator-4.4.2:\n",
            "      Successfully uninstalled decorator-4.4.2\n",
            "  Attempting uninstall: click\n",
            "    Found existing installation: click 8.1.8\n",
            "    Uninstalling click-8.1.8:\n",
            "      Successfully uninstalled click-8.1.8\n",
            "  Attempting uninstall: chroma-hnswlib\n",
            "    Found existing installation: chroma-hnswlib 0.7.6\n",
            "    Uninstalling chroma-hnswlib-0.7.6:\n",
            "      Successfully uninstalled chroma-hnswlib-0.7.6\n",
            "  Attempting uninstall: charset-normalizer\n",
            "    Found existing installation: charset-normalizer 3.4.1\n",
            "    Uninstalling charset-normalizer-3.4.1:\n",
            "      Successfully uninstalled charset-normalizer-3.4.1\n",
            "  Attempting uninstall: cffi\n",
            "    Found existing installation: cffi 1.17.1\n",
            "    Uninstalling cffi-1.17.1:\n",
            "      Successfully uninstalled cffi-1.17.1\n",
            "  Attempting uninstall: certifi\n",
            "    Found existing installation: certifi 2025.1.31\n",
            "    Uninstalling certifi-2025.1.31:\n",
            "      Successfully uninstalled certifi-2025.1.31\n",
            "  Attempting uninstall: cachetools\n",
            "    Found existing installation: cachetools 5.5.1\n",
            "    Uninstalling cachetools-5.5.1:\n",
            "      Successfully uninstalled cachetools-5.5.1\n",
            "  Attempting uninstall: bcrypt\n",
            "    Found existing installation: bcrypt 4.2.1\n",
            "    Uninstalling bcrypt-4.2.1:\n",
            "      Successfully uninstalled bcrypt-4.2.1\n",
            "  Attempting uninstall: attrs\n",
            "    Found existing installation: attrs 25.1.0\n",
            "    Uninstalling attrs-25.1.0:\n",
            "      Successfully uninstalled attrs-25.1.0\n",
            "  Attempting uninstall: yarl\n",
            "    Found existing installation: yarl 1.18.3\n",
            "    Uninstalling yarl-1.18.3:\n",
            "      Successfully uninstalled yarl-1.18.3\n",
            "  Attempting uninstall: uvicorn\n",
            "    Found existing installation: uvicorn 0.34.0\n",
            "    Uninstalling uvicorn-0.34.0:\n",
            "      Successfully uninstalled uvicorn-0.34.0\n",
            "  Attempting uninstall: types-requests\n",
            "    Found existing installation: types-requests 2.32.0.20241016\n",
            "    Uninstalling types-requests-2.32.0.20241016:\n",
            "      Successfully uninstalled types-requests-2.32.0.20241016\n",
            "  Attempting uninstall: typer\n",
            "    Found existing installation: typer 0.15.1\n",
            "    Uninstalling typer-0.15.1:\n",
            "      Successfully uninstalled typer-0.15.1\n",
            "  Attempting uninstall: SQLAlchemy\n",
            "    Found existing installation: SQLAlchemy 2.0.37\n",
            "    Uninstalling SQLAlchemy-2.0.37:\n",
            "      Successfully uninstalled SQLAlchemy-2.0.37\n",
            "  Attempting uninstall: rich\n",
            "    Found existing installation: rich 13.9.4\n",
            "    Uninstalling rich-13.9.4:\n",
            "      Successfully uninstalled rich-13.9.4\n",
            "  Attempting uninstall: requests\n",
            "    Found existing installation: requests 2.32.3\n",
            "    Uninstalling requests-2.32.3:\n",
            "      Successfully uninstalled requests-2.32.3\n",
            "  Attempting uninstall: python-dateutil\n",
            "    Found existing installation: python-dateutil 2.8.2\n",
            "    Uninstalling python-dateutil-2.8.2:\n",
            "      Successfully uninstalled python-dateutil-2.8.2\n",
            "  Attempting uninstall: pytest\n",
            "    Found existing installation: pytest 8.3.4\n",
            "    Uninstalling pytest-8.3.4:\n",
            "      Successfully uninstalled pytest-8.3.4\n",
            "  Attempting uninstall: pyright\n",
            "    Found existing installation: pyright 1.1.394\n",
            "    Uninstalling pyright-1.1.394:\n",
            "      Successfully uninstalled pyright-1.1.394\n",
            "  Attempting uninstall: pylance\n",
            "    Found existing installation: pylance 0.23.0\n",
            "    Uninstalling pylance-0.23.0:\n",
            "      Successfully uninstalled pylance-0.23.0\n",
            "  Attempting uninstall: pydantic_core\n",
            "    Found existing installation: pydantic_core 2.27.2\n",
            "    Uninstalling pydantic_core-2.27.2:\n",
            "      Successfully uninstalled pydantic_core-2.27.2\n",
            "  Attempting uninstall: pyasn1_modules\n",
            "    Found existing installation: pyasn1_modules 0.4.1\n",
            "    Uninstalling pyasn1_modules-0.4.1:\n",
            "      Successfully uninstalled pyasn1_modules-0.4.1\n",
            "  Attempting uninstall: proto-plus\n",
            "    Found existing installation: proto-plus 1.26.0\n",
            "    Uninstalling proto-plus-1.26.0:\n",
            "      Successfully uninstalled proto-plus-1.26.0\n",
            "  Attempting uninstall: opentelemetry-proto\n",
            "    Found existing installation: opentelemetry-proto 1.30.0\n",
            "    Uninstalling opentelemetry-proto-1.30.0:\n",
            "      Successfully uninstalled opentelemetry-proto-1.30.0\n",
            "  Attempting uninstall: onnxruntime\n",
            "    Found existing installation: onnxruntime 1.20.1\n",
            "    Uninstalling onnxruntime-1.20.1:\n",
            "      Successfully uninstalled onnxruntime-1.20.1\n",
            "  Attempting uninstall: marshmallow\n",
            "    Found existing installation: marshmallow 3.26.1\n",
            "    Uninstalling marshmallow-3.26.1:\n",
            "      Successfully uninstalled marshmallow-3.26.1\n",
            "  Attempting uninstall: Mako\n",
            "    Found existing installation: Mako 1.3.9\n",
            "    Uninstalling Mako-1.3.9:\n",
            "      Successfully uninstalled Mako-1.3.9\n",
            "  Attempting uninstall: importlib-metadata\n",
            "    Found existing installation: importlib_metadata 8.5.0\n",
            "    Uninstalling importlib_metadata-8.5.0:\n",
            "      Successfully uninstalled importlib_metadata-8.5.0\n",
            "  Attempting uninstall: httpcore\n",
            "    Found existing installation: httpcore 1.0.7\n",
            "    Uninstalling httpcore-1.0.7:\n",
            "      Successfully uninstalled httpcore-1.0.7\n",
            "  Attempting uninstall: googleapis-common-protos\n",
            "    Found existing installation: googleapis-common-protos 1.66.0\n",
            "    Uninstalling googleapis-common-protos-1.66.0:\n",
            "      Successfully uninstalled googleapis-common-protos-1.66.0\n",
            "  Attempting uninstall: google-resumable-media\n",
            "    Found existing installation: google-resumable-media 2.7.2\n",
            "    Uninstalling google-resumable-media-2.7.2:\n",
            "      Successfully uninstalled google-resumable-media-2.7.2\n",
            "  Attempting uninstall: gitdb\n",
            "    Found existing installation: gitdb 4.0.12\n",
            "    Uninstalling gitdb-4.0.12:\n",
            "      Successfully uninstalled gitdb-4.0.12\n",
            "  Attempting uninstall: Deprecated\n",
            "    Found existing installation: Deprecated 1.2.18\n",
            "    Uninstalling Deprecated-1.2.18:\n",
            "      Successfully uninstalled Deprecated-1.2.18\n",
            "  Attempting uninstall: cryptography\n",
            "    Found existing installation: cryptography 43.0.3\n",
            "    Uninstalling cryptography-43.0.3:\n",
            "      Successfully uninstalled cryptography-43.0.3\n",
            "  Attempting uninstall: build\n",
            "    Found existing installation: build 1.2.2.post1\n",
            "    Uninstalling build-1.2.2.post1:\n",
            "      Successfully uninstalled build-1.2.2.post1\n",
            "  Attempting uninstall: beautifulsoup4\n",
            "    Found existing installation: beautifulsoup4 4.13.3\n",
            "    Uninstalling beautifulsoup4-4.13.3:\n",
            "      Successfully uninstalled beautifulsoup4-4.13.3\n",
            "  Attempting uninstall: anyio\n",
            "    Found existing installation: anyio 3.7.1\n",
            "    Uninstalling anyio-3.7.1:\n",
            "      Successfully uninstalled anyio-3.7.1\n",
            "  Attempting uninstall: aiosignal\n",
            "    Found existing installation: aiosignal 1.3.2\n",
            "    Uninstalling aiosignal-1.3.2:\n",
            "      Successfully uninstalled aiosignal-1.3.2\n",
            "  Attempting uninstall: watchfiles\n",
            "    Found existing installation: watchfiles 1.0.4\n",
            "    Uninstalling watchfiles-1.0.4:\n",
            "      Successfully uninstalled watchfiles-1.0.4\n",
            "  Attempting uninstall: tiktoken\n",
            "    Found existing installation: tiktoken 0.7.0\n",
            "    Uninstalling tiktoken-0.7.0:\n",
            "      Successfully uninstalled tiktoken-0.7.0\n",
            "  Attempting uninstall: starlette\n",
            "    Found existing installation: starlette 0.45.3\n",
            "    Uninstalling starlette-0.45.3:\n",
            "      Successfully uninstalled starlette-0.45.3\n",
            "  Attempting uninstall: pydantic\n",
            "    Found existing installation: pydantic 2.10.6\n",
            "    Uninstalling pydantic-2.10.6:\n",
            "      Successfully uninstalled pydantic-2.10.6\n",
            "  Attempting uninstall: posthog\n",
            "    Found existing installation: posthog 3.13.0\n",
            "    Uninstalling posthog-3.13.0:\n",
            "      Successfully uninstalled posthog-3.13.0\n",
            "  Attempting uninstall: opentelemetry-exporter-otlp-proto-common\n",
            "    Found existing installation: opentelemetry-exporter-otlp-proto-common 1.30.0\n",
            "    Uninstalling opentelemetry-exporter-otlp-proto-common-1.30.0:\n",
            "      Successfully uninstalled opentelemetry-exporter-otlp-proto-common-1.30.0\n",
            "  Attempting uninstall: opentelemetry-api\n",
            "    Found existing installation: opentelemetry-api 1.30.0\n",
            "    Uninstalling opentelemetry-api-1.30.0:\n",
            "      Successfully uninstalled opentelemetry-api-1.30.0\n",
            "  Attempting uninstall: huggingface-hub\n",
            "    Found existing installation: huggingface-hub 0.28.1\n",
            "    Uninstalling huggingface-hub-0.28.1:\n",
            "      Successfully uninstalled huggingface-hub-0.28.1\n",
            "  Attempting uninstall: httpx\n",
            "    Found existing installation: httpx 0.27.2\n",
            "    Uninstalling httpx-0.27.2:\n",
            "      Successfully uninstalled httpx-0.27.2\n",
            "  Attempting uninstall: grpcio-status\n",
            "    Found existing installation: grpcio-status 1.62.3\n",
            "    Uninstalling grpcio-status-1.62.3:\n",
            "      Successfully uninstalled grpcio-status-1.62.3\n",
            "  Attempting uninstall: gptcache\n",
            "    Found existing installation: gptcache 0.1.44\n",
            "    Uninstalling gptcache-0.1.44:\n",
            "      Successfully uninstalled gptcache-0.1.44\n",
            "  Attempting uninstall: google-auth\n",
            "    Found existing installation: google-auth 2.27.0\n",
            "    Uninstalling google-auth-2.27.0:\n",
            "      Successfully uninstalled google-auth-2.27.0\n",
            "  Attempting uninstall: GitPython\n",
            "    Found existing installation: GitPython 3.1.44\n",
            "    Uninstalling GitPython-3.1.44:\n",
            "      Successfully uninstalled GitPython-3.1.44\n",
            "  Attempting uninstall: dataclasses-json\n",
            "    Found existing installation: dataclasses-json 0.6.7\n",
            "    Uninstalling dataclasses-json-0.6.7:\n",
            "      Successfully uninstalled dataclasses-json-0.6.7\n",
            "  Attempting uninstall: alembic\n",
            "    Found existing installation: alembic 1.14.1\n",
            "    Uninstalling alembic-1.14.1:\n",
            "      Successfully uninstalled alembic-1.14.1\n",
            "  Attempting uninstall: aiohttp\n",
            "    Found existing installation: aiohttp 3.11.12\n",
            "    Uninstalling aiohttp-3.11.12:\n",
            "      Successfully uninstalled aiohttp-3.11.12\n",
            "  Attempting uninstall: tokenizers\n",
            "    Found existing installation: tokenizers 0.20.3\n",
            "    Uninstalling tokenizers-0.20.3:\n",
            "      Successfully uninstalled tokenizers-0.20.3\n",
            "  Attempting uninstall: opentelemetry-sdk\n",
            "    Found existing installation: opentelemetry-sdk 1.30.0\n",
            "    Uninstalling opentelemetry-sdk-1.30.0:\n",
            "      Successfully uninstalled opentelemetry-sdk-1.30.0\n",
            "  Attempting uninstall: opentelemetry-instrumentation\n",
            "    Found existing installation: opentelemetry-instrumentation 0.51b0\n",
            "    Uninstalling opentelemetry-instrumentation-0.51b0:\n",
            "      Successfully uninstalled opentelemetry-instrumentation-0.51b0\n",
            "  Attempting uninstall: openai\n",
            "    Found existing installation: openai 1.61.1\n",
            "    Uninstalling openai-1.61.1:\n",
            "      Successfully uninstalled openai-1.61.1\n",
            "  Attempting uninstall: langsmith\n",
            "    Found existing installation: langsmith 0.1.147\n",
            "    Uninstalling langsmith-0.1.147:\n",
            "      Successfully uninstalled langsmith-0.1.147\n",
            "  Attempting uninstall: lancedb\n",
            "    Found existing installation: lancedb 0.19.0\n",
            "    Uninstalling lancedb-0.19.0:\n",
            "      Successfully uninstalled lancedb-0.19.0\n",
            "  Attempting uninstall: kubernetes\n",
            "    Found existing installation: kubernetes 32.0.0\n",
            "    Uninstalling kubernetes-32.0.0:\n",
            "      Successfully uninstalled kubernetes-32.0.0\n",
            "  Attempting uninstall: grpc-google-iam-v1\n",
            "    Found existing installation: grpc-google-iam-v1 0.14.0\n",
            "    Uninstalling grpc-google-iam-v1-0.14.0:\n",
            "      Successfully uninstalled grpc-google-iam-v1-0.14.0\n",
            "  Attempting uninstall: google-api-core\n",
            "    Found existing installation: google-api-core 2.19.2\n",
            "    Uninstalling google-api-core-2.19.2:\n",
            "      Successfully uninstalled google-api-core-2.19.2\n",
            "  Attempting uninstall: fastapi\n",
            "    Found existing installation: fastapi 0.115.8\n",
            "    Uninstalling fastapi-0.115.8:\n",
            "      Successfully uninstalled fastapi-0.115.8\n",
            "  Attempting uninstall: opentelemetry-instrumentation-asgi\n",
            "    Found existing installation: opentelemetry-instrumentation-asgi 0.51b0\n",
            "    Uninstalling opentelemetry-instrumentation-asgi-0.51b0:\n",
            "      Successfully uninstalled opentelemetry-instrumentation-asgi-0.51b0\n",
            "  Attempting uninstall: opentelemetry-exporter-otlp-proto-http\n",
            "    Found existing installation: opentelemetry-exporter-otlp-proto-http 1.30.0\n",
            "    Uninstalling opentelemetry-exporter-otlp-proto-http-1.30.0:\n",
            "      Successfully uninstalled opentelemetry-exporter-otlp-proto-http-1.30.0\n",
            "  Attempting uninstall: opentelemetry-exporter-otlp-proto-grpc\n",
            "    Found existing installation: opentelemetry-exporter-otlp-proto-grpc 1.30.0\n",
            "    Uninstalling opentelemetry-exporter-otlp-proto-grpc-1.30.0:\n",
            "      Successfully uninstalled opentelemetry-exporter-otlp-proto-grpc-1.30.0\n",
            "  Attempting uninstall: langchain-core\n",
            "    Found existing installation: langchain-core 0.3.35\n",
            "    Uninstalling langchain-core-0.3.35:\n",
            "      Successfully uninstalled langchain-core-0.3.35\n",
            "  Attempting uninstall: instructor\n",
            "    Found existing installation: instructor 1.7.2\n",
            "    Uninstalling instructor-1.7.2:\n",
            "      Successfully uninstalled instructor-1.7.2\n",
            "  Attempting uninstall: google-api-python-client\n",
            "    Found existing installation: google-api-python-client 2.160.0\n",
            "    Uninstalling google-api-python-client-2.160.0:\n",
            "      Successfully uninstalled google-api-python-client-2.160.0\n",
            "  Attempting uninstall: opentelemetry-instrumentation-fastapi\n",
            "    Found existing installation: opentelemetry-instrumentation-fastapi 0.51b0\n",
            "    Uninstalling opentelemetry-instrumentation-fastapi-0.51b0:\n",
            "      Successfully uninstalled opentelemetry-instrumentation-fastapi-0.51b0\n",
            "  Attempting uninstall: langchain-text-splitters\n",
            "    Found existing installation: langchain-text-splitters 0.3.6\n",
            "    Uninstalling langchain-text-splitters-0.3.6:\n",
            "      Successfully uninstalled langchain-text-splitters-0.3.6\n",
            "  Attempting uninstall: langchain-openai\n",
            "    Found existing installation: langchain-openai 0.2.14\n",
            "    Uninstalling langchain-openai-0.2.14:\n",
            "      Successfully uninstalled langchain-openai-0.2.14\n",
            "  Attempting uninstall: langchain-community\n",
            "    Found existing installation: langchain-community 0.3.17\n",
            "    Uninstalling langchain-community-0.3.17:\n",
            "      Successfully uninstalled langchain-community-0.3.17\n",
            "  Attempting uninstall: google-cloud-storage\n",
            "    Found existing installation: google-cloud-storage 2.19.0\n",
            "    Uninstalling google-cloud-storage-2.19.0:\n",
            "      Successfully uninstalled google-cloud-storage-2.19.0\n",
            "  Attempting uninstall: google-cloud-resource-manager\n",
            "    Found existing installation: google-cloud-resource-manager 1.14.0\n",
            "    Uninstalling google-cloud-resource-manager-1.14.0:\n",
            "      Successfully uninstalled google-cloud-resource-manager-1.14.0\n",
            "  Attempting uninstall: google-cloud-bigquery\n",
            "    Found existing installation: google-cloud-bigquery 3.25.0\n",
            "    Uninstalling google-cloud-bigquery-3.25.0:\n",
            "      Successfully uninstalled google-cloud-bigquery-3.25.0\n",
            "  Attempting uninstall: google-ai-generativelanguage\n",
            "    Found existing installation: google-ai-generativelanguage 0.6.15\n",
            "    Uninstalling google-ai-generativelanguage-0.6.15:\n",
            "      Successfully uninstalled google-ai-generativelanguage-0.6.15\n",
            "  Attempting uninstall: cohere\n",
            "    Found existing installation: cohere 5.13.12\n",
            "    Uninstalling cohere-5.13.12:\n",
            "      Successfully uninstalled cohere-5.13.12\n",
            "  Attempting uninstall: langchain-cohere\n",
            "    Found existing installation: langchain-cohere 0.3.5\n",
            "    Uninstalling langchain-cohere-0.3.5:\n",
            "      Successfully uninstalled langchain-cohere-0.3.5\n",
            "  Attempting uninstall: langchain\n",
            "    Found existing installation: langchain 0.3.18\n",
            "    Uninstalling langchain-0.3.18:\n",
            "      Successfully uninstalled langchain-0.3.18\n",
            "  Attempting uninstall: google-generativeai\n",
            "    Found existing installation: google-generativeai 0.8.4\n",
            "    Uninstalling google-generativeai-0.8.4:\n",
            "      Successfully uninstalled google-generativeai-0.8.4\n",
            "  Attempting uninstall: google-cloud-aiplatform\n",
            "    Found existing installation: google-cloud-aiplatform 1.79.0\n",
            "    Uninstalling google-cloud-aiplatform-1.79.0:\n",
            "      Successfully uninstalled google-cloud-aiplatform-1.79.0\n",
            "  Attempting uninstall: chromadb\n",
            "    Found existing installation: chromadb 0.5.23\n",
            "    Uninstalling chromadb-0.5.23:\n",
            "      Successfully uninstalled chromadb-0.5.23\n",
            "  Attempting uninstall: langchain-google-genai\n",
            "    Found existing installation: langchain-google-genai 2.0.9\n",
            "    Uninstalling langchain-google-genai-2.0.9:\n",
            "      Successfully uninstalled langchain-google-genai-2.0.9\n",
            "  Attempting uninstall: embedchain\n",
            "    Found existing installation: embedchain 0.1.126\n",
            "    Uninstalling embedchain-0.1.126:\n",
            "      Successfully uninstalled embedchain-0.1.126\n",
            "  Attempting uninstall: crewai\n",
            "    Found existing installation: crewai 0.102.0\n",
            "    Uninstalling crewai-0.102.0:\n",
            "      Successfully uninstalled crewai-0.102.0\n",
            "  Attempting uninstall: crewai-tools\n",
            "    Found existing installation: crewai-tools 0.36.0\n",
            "    Uninstalling crewai-tools-0.36.0:\n",
            "      Successfully uninstalled crewai-tools-0.36.0\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "langchain-experimental 0.3.4 requires langchain-community<0.4.0,>=0.3.0, but you have langchain-community 0.0.38 which is incompatible.\n",
            "langchain-experimental 0.3.4 requires langchain-core<0.4.0,>=0.3.28, but you have langchain-core 0.1.52 which is incompatible.\n",
            "mem0ai 0.1.49 requires openai<2.0.0,>=1.33.0, but you have openai 1.30.3 which is incompatible.\n",
            "mem0ai 0.1.49 requires pydantic<3.0.0,>=2.7.3, but you have pydantic 2.7.1 which is incompatible.\n",
            "mem0ai 0.1.49 requires sqlalchemy<3.0.0,>=2.0.31, but you have sqlalchemy 2.0.30 which is incompatible.\n",
            "grpcio-tools 1.70.0 requires grpcio>=1.70.0, but you have grpcio 1.64.0 which is incompatible.\n",
            "grpcio-tools 1.70.0 requires protobuf<6.0dev,>=5.26.1, but you have protobuf 4.25.3 which is incompatible.\n",
            "auth0-python 4.8.0 requires aiohttp>=3.10.11, but you have aiohttp 3.9.5 which is incompatible.\n",
            "auth0-python 4.8.0 requires cryptography>=43.0.1, but you have cryptography 42.0.7 which is incompatible.\n",
            "auth0-python 4.8.0 requires requests>=2.32.3, but you have requests 2.32.2 which is incompatible.\n",
            "auth0-python 4.8.0 requires urllib3>=2.2.3, but you have urllib3 2.2.1 which is incompatible.\n",
            "litellm 1.60.2 requires openai>=1.61.0, but you have openai 1.30.3 which is incompatible.\n",
            "litellm 1.60.2 requires tiktoken>=0.7.0, but you have tiktoken 0.5.2 which is incompatible.\n",
            "google-colab 1.0.0 requires google-auth==2.27.0, but you have google-auth 2.29.0 which is incompatible.\n",
            "google-colab 1.0.0 requires requests==2.32.3, but you have requests 2.32.2 which is incompatible.\n",
            "peft 0.14.0 requires huggingface-hub>=0.25.0, but you have huggingface-hub 0.23.2 which is incompatible.\n",
            "gcsfs 2024.10.0 requires fsspec==2024.10.0, but you have fsspec 2024.5.0 which is incompatible.\n",
            "pytensor 2.26.4 requires filelock>=3.15, but you have filelock 3.14.0 which is incompatible.\n",
            "moviepy 1.0.3 requires decorator<5.0,>=4.0.2, but you have decorator 5.1.1 which is incompatible.\n",
            "torch 2.5.1+cu124 requires nvidia-cublas-cu12==12.4.5.8; platform_system == \"Linux\" and platform_machine == \"x86_64\", but you have nvidia-cublas-cu12 12.5.3.2 which is incompatible.\n",
            "torch 2.5.1+cu124 requires nvidia-cuda-cupti-cu12==12.4.127; platform_system == \"Linux\" and platform_machine == \"x86_64\", but you have nvidia-cuda-cupti-cu12 12.5.82 which is incompatible.\n",
            "torch 2.5.1+cu124 requires nvidia-cuda-nvrtc-cu12==12.4.127; platform_system == \"Linux\" and platform_machine == \"x86_64\", but you have nvidia-cuda-nvrtc-cu12 12.5.82 which is incompatible.\n",
            "torch 2.5.1+cu124 requires nvidia-cuda-runtime-cu12==12.4.127; platform_system == \"Linux\" and platform_machine == \"x86_64\", but you have nvidia-cuda-runtime-cu12 12.5.82 which is incompatible.\n",
            "torch 2.5.1+cu124 requires nvidia-cudnn-cu12==9.1.0.70; platform_system == \"Linux\" and platform_machine == \"x86_64\", but you have nvidia-cudnn-cu12 9.3.0.75 which is incompatible.\n",
            "torch 2.5.1+cu124 requires nvidia-cufft-cu12==11.2.1.3; platform_system == \"Linux\" and platform_machine == \"x86_64\", but you have nvidia-cufft-cu12 11.2.3.61 which is incompatible.\n",
            "torch 2.5.1+cu124 requires nvidia-curand-cu12==10.3.5.147; platform_system == \"Linux\" and platform_machine == \"x86_64\", but you have nvidia-curand-cu12 10.3.6.82 which is incompatible.\n",
            "torch 2.5.1+cu124 requires nvidia-cusolver-cu12==11.6.1.9; platform_system == \"Linux\" and platform_machine == \"x86_64\", but you have nvidia-cusolver-cu12 11.6.3.83 which is incompatible.\n",
            "torch 2.5.1+cu124 requires nvidia-cusparse-cu12==12.3.1.170; platform_system == \"Linux\" and platform_machine == \"x86_64\", but you have nvidia-cusparse-cu12 12.5.1.3 which is incompatible.\n",
            "torch 2.5.1+cu124 requires nvidia-nvjitlink-cu12==12.4.127; platform_system == \"Linux\" and platform_machine == \"x86_64\", but you have nvidia-nvjitlink-cu12 12.5.82 which is incompatible.\n",
            "torch 2.5.1+cu124 requires sympy==1.13.1; python_version >= \"3.9\", but you have sympy 1.12 which is incompatible.\n",
            "jupyter-server 1.24.0 requires anyio<4,>=3.1.0, but you have anyio 4.4.0 which is incompatible.\n",
            "albumentations 2.0.3 requires pydantic>=2.9.2, but you have pydantic 2.7.1 which is incompatible.\n",
            "google-spark-connect 0.5.1 requires google-api-core>=2.19.1, but you have google-api-core 2.19.0 which is incompatible.\n",
            "transformers 4.48.2 requires huggingface-hub<1.0,>=0.24.0, but you have huggingface-hub 0.23.2 which is incompatible.\n",
            "transformers 4.48.2 requires tokenizers<0.22,>=0.21, but you have tokenizers 0.19.1 which is incompatible.\n",
            "google-genai 0.8.0 requires websockets<15.0dev,>=13.0, but you have websockets 12.0 which is incompatible.\n",
            "pygit2 1.17.0 requires cffi>=1.17.0, but you have cffi 1.16.0 which is incompatible.\u001b[0m\u001b[31m\n",
            "\u001b[0mSuccessfully installed Brotli-1.1.0 Deprecated-1.2.14 GitPython-3.1.43 Mako-1.3.5 MarkupSafe-2.1.5 PyGithub-1.59.1 PyJWT-2.8.0 PyNaCl-1.5.0 PyYAML-6.0.1 SQLAlchemy-2.0.30 aiohttp-3.9.5 aiosignal-1.3.1 alembic-1.13.1 anyio-4.4.0 async-timeout-4.0.3 attrs-23.2.0 bcrypt-4.1.3 beautifulsoup4-4.12.3 boto3-1.34.113 botocore-1.34.113 build-1.2.1 cachetools-5.3.3 certifi-2024.2.2 cffi-1.16.0 charset-normalizer-3.3.2 chroma-hnswlib-0.7.3 chromadb-0.4.24 click-8.1.7 cohere-5.5.3 colorama-0.4.6 crewai-0.30.11 crewai-tools-0.2.6 cryptography-42.0.7 dataclasses-json-0.6.6 decorator-5.1.1 docstring-parser-0.15 docx2txt-0.8 embedchain-0.1.102 exceptiongroup-1.2.1 fastapi-0.110.3 fastavro-1.9.4 filelock-3.14.0 flatbuffers-24.3.25 frozenlist-1.4.1 fsspec-2024.5.0 gitdb-4.0.11 google-ai-generativelanguage-0.6.4 google-api-core-2.19.0 google-api-python-client-2.130.0 google-auth-2.29.0 google-cloud-aiplatform-1.52.0 google-cloud-bigquery-3.23.1 google-cloud-resource-manager-1.12.3 google-cloud-storage-2.16.0 google-crc32c-1.5.0 google-generativeai-0.5.4 google-resumable-media-2.7.0 googleapis-common-protos-1.63.0 gptcache-0.1.43 greenlet-3.0.3 grpc-google-iam-v1-0.13.0 grpcio-1.64.0 grpcio-status-1.62.2 httpcore-1.0.5 httptools-0.6.1 httpx-0.27.0 huggingface-hub-0.23.2 idna-3.7 importlib-metadata-7.0.0 importlib_resources-6.4.0 instructor-0.5.2 jmespath-1.0.1 jsonpointer-2.4 kubernetes-29.0.0 lancedb-0.5.7 langchain-0.1.20 langchain-cohere-0.1.5 langchain-community-0.0.38 langchain-core-0.1.52 langchain-google-genai-1.0.4 langchain-openai-0.0.5 langchain-text-splitters-0.0.2 langsmith-0.1.63 load-dotenv-0.1.0 marshmallow-3.21.2 mmh3-4.1.0 multidict-6.0.5 mutagen-1.47.0 nodeenv-1.8.0 onnxruntime-1.18.0 openai-1.30.3 opentelemetry-api-1.24.0 opentelemetry-exporter-otlp-proto-common-1.24.0 opentelemetry-exporter-otlp-proto-grpc-1.24.0 opentelemetry-exporter-otlp-proto-http-1.24.0 opentelemetry-instrumentation-0.45b0 opentelemetry-instrumentation-asgi-0.45b0 opentelemetry-instrumentation-fastapi-0.45b0 opentelemetry-proto-1.24.0 opentelemetry-sdk-1.24.0 opentelemetry-semantic-conventions-0.45b0 opentelemetry-util-http-0.45b0 orjson-3.10.3 outcome-1.3.0.post0 packaging-23.2 posthog-3.5.0 proto-plus-1.23.0 protobuf-4.25.3 pulsar-client-3.5.0 py-1.11.0 pyarrow-16.1.0 pyasn1-0.6.0 pyasn1_modules-0.4.0 pycryptodomex-3.20.0 pydantic-2.7.1 pydantic_core-2.18.2 pylance-0.9.18 pyparsing-3.1.2 pypdf-3.17.4 pyproject_hooks-1.1.0 pyreadline3-3.4.1 pyright-1.1.364 pytest-8.2.1 python-dateutil-2.9.0.post0 ratelimiter-1.2.0.post0 regex-2023.12.25 requests-2.32.2 retry-0.9.2 rich-13.7.1 s3transfer-0.10.1 selenium-4.21.0 semver-3.0.2 shapely-2.0.4 six-1.16.0 smmap-5.0.1 sortedcontainers-2.4.0 soupsieve-2.5 starlette-0.37.2 sympy-1.12 tenacity-8.3.0 tiktoken-0.5.2 tokenizers-0.19.1 tomli-2.0.1 tqdm-4.66.4 trio-0.25.1 trio-websocket-0.11.1 typer-0.9.4 types-requests-2.32.0.20240523 typing_extensions-4.12.0 urllib3-2.2.1 uvicorn-0.30.0 watchfiles-0.22.0 websockets-12.0 wrapt-1.16.0 wsproto-1.2.0 yarl-1.9.4 youtube-transcript-api-0.6.2 yt-dlp-2023.12.30 zipp-3.19.0\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.colab-display-data+json": {
              "pip_warning": {
                "packages": [
                  "_cffi_backend",
                  "bcrypt",
                  "cachetools",
                  "certifi",
                  "charset_normalizer",
                  "cryptography",
                  "dateutil",
                  "decorator",
                  "deprecated",
                  "fastavro",
                  "google",
                  "grpc",
                  "grpc_status",
                  "importlib_metadata",
                  "proto",
                  "pyarrow",
                  "requests",
                  "shapely",
                  "six",
                  "tqdm",
                  "wrapt",
                  "zipp"
                ]
              },
              "id": "f1efa9c696024d52951b3b82f5184cdd"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "!pip install -r requirements.txt"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-fbylT5D82_c",
        "outputId": "395443a1-3c13-46c5-859a-8bd0c00b5be7"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Overwriting .env\n"
          ]
        }
      ],
      "source": [
        "%%writefile .env\n",
        "GOOGLE_API_KEY = \"AIzaSyDC9JRmnK0jXDjaCPCVCENEZQ2FgRMVNjY\"\n",
        "SERPER_API_KEY = \"72bb4f56c0b20bf724d25ed27d010bf4e89fb385\""
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%%writefile Gemini-crewAI-Agents.py\n",
        "import os\n",
        "import streamlit as st\n",
        "from dotenv import load_dotenv\n",
        "from crewai import Agent, Task, Crew, Process\n",
        "from crewai_tools import SerperDevTool\n",
        "from langchain_google_genai import ChatGoogleGenerativeAI\n",
        "import asyncio\n",
        "\n",
        "# Ensure there's an active event loop\n",
        "try:\n",
        "    asyncio.get_running_loop()\n",
        "except RuntimeError:\n",
        "    loop = asyncio.new_event_loop()\n",
        "    asyncio.set_event_loop(loop)\n",
        "\n",
        "# Load environment variables\n",
        "load_dotenv()\n",
        "GOOGLE_API_KEY = os.getenv(\"GOOGLE_API_KEY\")\n",
        "SERPER_API_KEY = os.getenv(\"SERPER_API_KEY\")\n",
        "\n",
        "# Configure the Gemini LLM\n",
        "llm = ChatGoogleGenerativeAI(\n",
        "    model=\"gemini-1.5-flash\",\n",
        "    verbose=True,\n",
        "    temperature=0.5,\n",
        "    google_api_key=GOOGLE_API_KEY\n",
        ")\n",
        "\n",
        "# Initialize the SerperDevTool for internet search capabilities\n",
        "tool = SerperDevTool(api_key=SERPER_API_KEY)\n",
        "\n",
        "# Define the Senior Researcher Agent\n",
        "news_researcher = Agent(\n",
        "    role=\"Senior Researcher\",\n",
        "    goal=\"Uncover groundbreaking technologies in {topic}\",\n",
        "    verbose=True,\n",
        "    memory=True,\n",
        "    backstory=(\n",
        "        \"Driven by curiosity, you're at the forefront of innovation, eager to explore and share knowledge that could change the world.\"\n",
        "    ),\n",
        "    tools=[tool],\n",
        "    llm=llm,\n",
        "    allow_delegation=True\n",
        ")\n",
        "\n",
        "# Define the Writer Agent\n",
        "news_writer = Agent(\n",
        "    role=\"Writer\",\n",
        "    goal=\"Narrate compelling tech stories about {topic}\",\n",
        "    verbose=True,\n",
        "    memory=True,\n",
        "    backstory=(\n",
        "        \"With a flair for simplifying complex topics, you craft engaging narratives that captivate and educate, bringing new discoveries to light in an accessible manner.\"\n",
        "    ),\n",
        "    tools=[tool],\n",
        "    llm=llm,\n",
        "    allow_delegation=False\n",
        ")\n",
        "\n",
        "# Define the Research Task\n",
        "research_task = Task(\n",
        "    description=(\n",
        "        \"Identify the next big trend in {topic}. Focus on identifying pros and cons and the overall narrative. Your final report should clearly articulate the key points, its market opportunities, and potential risks.\"\n",
        "    ),\n",
        "    expected_output=\"A comprehensive 3-paragraph report on the latest trends in {topic}.\",\n",
        "    tools=[tool],\n",
        "    agent=news_researcher,\n",
        ")\n",
        "\n",
        "# Define the Writing Task\n",
        "write_task = Task(\n",
        "    description=(\n",
        "        \"Compose an insightful article on {topic}. Focus on the latest trends and how they're impacting the industry. This article should be easy to understand, engaging, and positive.\"\n",
        "    ),\n",
        "    expected_output=\"A 4-paragraph article on {topic} advancements formatted as markdown.\",\n",
        "    tools=[tool],\n",
        "    agent=news_writer,\n",
        "    async_execution=False,\n",
        "    output_file='new-blog-post.md'\n",
        ")\n",
        "\n",
        "# Assemble the Crew\n",
        "crew = Crew(\n",
        "    agents=[news_researcher, news_writer],\n",
        "    tasks=[research_task, write_task],\n",
        "    process=Process.sequential,\n",
        ")\n",
        "\n",
        "# Streamlit App Configuration\n",
        "st.set_page_config(page_title=\"AI-Powered Tech News Generator\", page_icon=\"📰\", layout=\"wide\")\n",
        "\n",
        "# App Title\n",
        "st.title(\"📰 Tech News Generator AI Agent\")\n",
        "st.write(\"Discover and write compelling articles on the latest tech trends with AI assistance.\")\n",
        "\n",
        "# User Input\n",
        "topic = st.text_input(\"Enter a technology topic:\", \"AI in healthcare\")\n",
        "\n",
        "# Button to Start Analysis\n",
        "start_analysis = st.button(\"Generate Article\")\n",
        "\n",
        "# Placeholder for Results\n",
        "result_placeholder = st.empty()\n",
        "\n",
        "if start_analysis:\n",
        "    with st.spinner(\"Analyzing and generating content...\"):\n",
        "        try:\n",
        "            # Execute the Crew process\n",
        "            result = crew.kickoff(inputs={'topic': topic})\n",
        "            # Display the result\n",
        "            result_placeholder.markdown(result)\n",
        "        except Exception as e:\n",
        "            st.error(f\"An error occurred: {e}\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JFBl3Bfmitcd",
        "outputId": "28e5964d-a7b0-42f2-8179-802834386a9b"
      },
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Overwriting Gemini-crewAI-Agents.py\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 43,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "R-6K-YNb9tqi",
        "outputId": "f64fbdec-3278-4528-edf6-9245879e5626"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1G\u001b[0K⠙\u001b[1G\u001b[0K⠹\u001b[1G\u001b[0K⠸\u001b[1G\u001b[0K⠼\u001b[1G\u001b[0K⠴\u001b[1G\u001b[0K⠦\u001b[1G\u001b[0K\n",
            "up to date, audited 23 packages in 833ms\n",
            "\u001b[1G\u001b[0K⠦\u001b[1G\u001b[0K\n",
            "\u001b[1G\u001b[0K⠦\u001b[1G\u001b[0K3 packages are looking for funding\n",
            "\u001b[1G\u001b[0K⠦\u001b[1G\u001b[0K  run `npm fund` for details\n",
            "\u001b[1G\u001b[0K⠦\u001b[1G\u001b[0K\n",
            "2 \u001b[33m\u001b[1mmoderate\u001b[22m\u001b[39m severity vulnerabilities\n",
            "\n",
            "To address all issues (including breaking changes), run:\n",
            "  npm audit fix --force\n",
            "\n",
            "Run `npm audit` for details.\n",
            "\u001b[1G\u001b[0K⠦\u001b[1G\u001b[0K"
          ]
        }
      ],
      "source": [
        "!npm install localtunnel"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 44,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ep3IXUN7AnD_",
        "outputId": "09c49578-3a06-4aaa-d111-4fc8fdfb2921"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Collecting usage statistics. To deactivate, set browser.gatherUsageStats to false.\n",
            "\u001b[0m\n",
            "\u001b[1G\u001b[0K⠙\u001b[1G\u001b[0K\u001b[0m\n",
            "\u001b[34m\u001b[1m  You can now view your Streamlit app in your browser.\u001b[0m\n",
            "\u001b[0m\n",
            "\u001b[34m  Local URL: \u001b[0m\u001b[1mhttp://localhost:8501\u001b[0m\n",
            "\u001b[34m  Network URL: \u001b[0m\u001b[1mhttp://172.28.0.12:8501\u001b[0m\n",
            "\u001b[34m  External URL: \u001b[0m\u001b[1mhttp://34.57.29.59:8501\u001b[0m\n",
            "\u001b[0m\n",
            "your url is: https://nice-cases-fry.loca.lt\n",
            "2025-02-14 17:40:23,049 - 19371955017280 - __init__.py-__init__:518 - WARNING: Overriding of current TracerProvider is not allowed\n",
            "\n",
            "\n",
            "\u001b[1m> Entering new CrewAgentExecutor chain...\u001b[0m\n",
            "\u001b[32;1m\u001b[1;3mThought: I need to research current trends in AI healthcare to identify the \"next big thing\".  I'll start with a broad internet search to gather information on various AI applications in healthcare.\n",
            "\n",
            "Action: Search the internet\n",
            "\n",
            "Action Input: {\"search_query\": \"AI trends in healthcare 2024\"}\n",
            "\u001b[0m\u001b[95m \n",
            "\n",
            "\n",
            "Search results: Title: Generative AI in healthcare: Adoption trends and what's next\n",
            "Link: https://www.mckinsey.com/industries/healthcare/our-insights/generative-ai-in-healthcare-adoption-trends-and-whats-next\n",
            "Snippet: Surveyed healthcare leaders say their organizations are eager to use generative AI to help enhance how healthcare stakeholders work and operate.\n",
            "---\n",
            "Title: How Emerging Trends in AI Are Shaping the Future of Health Care ...\n",
            "Link: https://postgraduateeducation.hms.harvard.edu/trends-medicine/how-emerging-trends-ai-are-shaping-future-health-care-quality-safety\n",
            "Snippet: The next big technology to revolutionize health care will be artificial intelligence (AI). “Health care professionals should get very interested in AI and ...\n",
            "---\n",
            "Title: An Overview of 2025 AI Trends in Healthcare - HealthTech Magazine\n",
            "Link: https://healthtechmagazine.net/article/2025/01/overview-2025-ai-trends-healthcare\n",
            "Snippet: In 2025, we expect healthcare organizations to have more risk tolerance for AI initiatives, which will lead to increased adoption.\n",
            "---\n",
            "Title: Top 4 Health Care AI Investment Trends to Watch | AHA\n",
            "Link: https://www.aha.org/aha-center-health-innovation-market-scan/2024-09-17-top-4-health-care-ai-investment-trends-watch\n",
            "Snippet: Roughly half of health system AI funding has gone toward clinical care startups that facilitate clinical decision-making accuracy while ...\n",
            "---\n",
            "Title: Five trends converging for AI-enabled healthcare: Why AI and ... - PwC\n",
            "Link: https://www.pwc.com/gx/en/industries/healthcare/publications/ai-robotics-new-health/five-trends.html\n",
            "Snippet: Five distinct trends are converging to determine how artificial intelligence (AI) and robotics will define New Health.\n",
            "---\n",
            "Title: 8 things to watch in 2024 on healthcare AI - MGMA\n",
            "Link: https://www.mgma.com/mgma-stat/8-things-to-watch-in-2024-on-healthcare-ai\n",
            "Snippet: 1. Detecting psychological distress in healthcare workers · 2. AI can give a boost to social determinants of health work · 3. Creating ...\n",
            "---\n",
            "Title: The New Wave of AI in Healthcare 2024: Interview with Dr. Curtis ...\n",
            "Link: https://www.youtube.com/watch?v=_dt47e65FRY\n",
            "Snippet: Robert Hirten, MD, interviews Curtis Langlotz, MD, PhD, from Stanford University at the New Wave of AI in Healthcare 2024. The New Wave of ...\n",
            "---\n",
            "Title: Future Trends in AI for Healthcare - Intersog\n",
            "Link: https://intersog.com/blog/strategy/2024-10-future-trends-in-ai-for-healthcare/\n",
            "Snippet: Discover future trends in AI for healthcare, enhancing diagnostics, patient care, and operational efficiency for improved outcomes.\n",
            "---\n",
            "Title: AI in 2024: Welcome to the 'new normal' in healthcare\n",
            "Link: https://www.healthcareitnews.com/news/ai-2024-welcome-new-normal-healthcare\n",
            "Snippet: Today, AI-powered data summarization and exploration has become increasingly accessible to clinicians. We anticipate regulators will see an ...\n",
            "---\n",
            "Title: Predicting 2025's top analytics, AI trends in healthcare - TechTarget\n",
            "Link: https://www.techtarget.com/healthtechanalytics/feature/Predicting-top-analytics-AI-trends-in-healthcare\n",
            "Snippet: In 2024, healthcare organizations increasingly explored potential use cases for advanced AI and analytics tools to improve care, streamline ...\n",
            "---\n",
            "\n",
            "\u001b[00m\n",
            "\u001b[32;1m\u001b[1;3mThought:The search results highlight Generative AI as a significant emerging trend.  I need more detail on its pros, cons, market opportunities, and risks. I'll ask my writer co-worker to help synthesize this information from the links provided.\n",
            "\n",
            "Action: Delegate work to co-worker\n",
            "\n",
            "Action Input: {\n",
            "  \"coworker\": \"Writer\",\n",
            "  \"task\": \"Create a three-paragraph report on Generative AI in healthcare based on the provided search results.  The report should cover the following:  Pros and cons of using Generative AI in healthcare, market opportunities, and potential risks.  Focus on the 'next big thing' narrative.\",\n",
            "  \"context\": \"Search results from a query on 'AI trends in healthcare 2024':\\n\\nTitle: Generative AI in healthcare: Adoption trends and what's next\\nLink: https://www.mckinsey.com/industries/healthcare/our-insights/generative-ai-in-healthcare-adoption-trends-and-whats-next\\nSnippet: Surveyed healthcare leaders say their organizations are eager to use generative AI to help enhance how healthcare stakeholders work and operate.\\n---\\nTitle: How Emerging Trends in AI Are Shaping the Future of Health Care ...\\nLink: https://postgraduateeducation.hms.harvard.edu/trends-medicine/how-emerging-trends-ai-are-shaping-future-health-care-quality-safety\\nSnippet: The next big technology to revolutionize health care will be artificial intelligence (AI). “Health care professionals should get very interested in AI and ...\\n---\\nTitle: An Overview of 2025 AI Trends in Healthcare - HealthTech Magazine\\nLink: https://healthtechmagazine.net/article/2025/01/overview-2025-ai-trends-healthcare\\nSnippet: In 2025, we expect healthcare organizations to have more risk tolerance for AI initiatives, which will lead to increased adoption.\\n---\\nTitle: Top 4 Health Care AI Investment Trends to Watch | AHA\\nLink: https://www.aha.org/aha-center-health-innovation-market-scan/2024-09-17-top-4-health-care-ai-investment-trends-watch\\nSnippet: Roughly half of health system AI funding has gone toward clinical care startups that facilitate clinical decision-making accuracy while ...\\n---\\nTitle: Five trends converging for AI-enabled healthcare: Why AI and ... - PwC\\nLink: https://www.pwc.com/gx/en/industries/healthcare/publications/ai-robotics-new-health/five-trends.html\\nSnippet: Five distinct trends are converging to determine how artificial intelligence (AI) and robotics will define New Health.\\n---\\nTitle: 8 things to watch in 2024 on healthcare AI - MGMA\\nLink: https://www.mgma.com/mgma-stat/8-things-to-watch-in-2024-on-healthcare-ai\\nSnippet: 1. Detecting psychological distress in healthcare workers · 2. AI can give a boost to social determinants of health work · 3. Creating ...\\n---\\nTitle: The New Wave of AI in Healthcare 2024: Interview with Dr. Curtis ...\\nLink: https://www.youtube.com/watch?v=_dt47e65FRY\\nSnippet: Robert Hirten, MD, interviews Curtis Langlotz, MD, PhD, from Stanford University at the New Wave of AI in Healthcare 2024. The New Wave of ...\\n---\\nTitle: Future Trends in AI for Healthcare - Intersog\\nLink: https://intersog.com/blog/strategy/2024-10-future-trends-in-ai-for-healthcare/\\nSnippet: Discover future trends in AI for healthcare, enhancing diagnostics, patient care, and operational efficiency for improved outcomes.\\n---\\nTitle: AI in 2024: Welcome to the 'new normal' in healthcare\\nLink: https://www.healthcareitnews.com/news/ai-2024-welcome-new-normal-healthcare\\nSnippet: Today, AI-powered data summarization and exploration has become increasingly accessible to clinicians. We anticipate regulators will see an ...\\n---\\nTitle: Predicting 2025's top analytics, AI trends in healthcare - TechTarget\\nLink: https://www.techtarget.com/healthtechanalytics/feature/Predicting-top-analytics-AI-trends-in-healthcare\\nSnippet: In 2024, healthcare organizations increasingly explored potential use cases for advanced AI and analytics tools to improve care, streamline ...\\n---\"\n",
            "}\n",
            "\u001b[0m\n",
            "\n",
            "\u001b[1m> Entering new CrewAgentExecutor chain...\u001b[0m\n",
            "\u001b[32;1m\u001b[1;3mThought: I need to gather information on the pros, cons, market opportunities, and risks of Generative AI in healthcare from the provided search results.  Then I'll structure it into a three-paragraph report focusing on the \"next big thing\" narrative.\n",
            "\n",
            "Action: Search the internet\n",
            "\n",
            "Action Input: {\"search_query\": \"Generative AI in healthcare pros and cons market opportunities risks\"}\n",
            "\u001b[0m\u001b[95m \n",
            "\n",
            "\n",
            "Search results: Title: Generative AI in health care: Opportunities, challenges, and policy\n",
            "Link: https://www.brookings.edu/articles/generative-ai-in-health-care-opportunities-challenges-and-policy/\n",
            "Snippet: Generative AI poses many benefits for the healthcare industry, but transparency and informed consent must be prioritized to avoid its risks.\n",
            "---\n",
            "Title: Generative AI in Healthcare: Use Cases, Benefits, and Drawbacks\n",
            "Link: https://www.alpha-sense.com/blog/trends/generative-ai-healthcare/\n",
            "Snippet: From streamlining medical processes like scribing prescriptions to responding to patient messages, the list of potential AI use cases is endless.\n",
            "---\n",
            "Title: Top 5 Pros and Cons of Gen AI in Healthcare Industry\n",
            "Link: https://www.xevensolutions.com/blog/pros-and-cons-of-gen-ai-in-healthcare/\n",
            "Snippet: From predicting patient outcomes to improving research methods, Generative AI holds immense potential to transform healthcare as we know it.\n",
            "---\n",
            "Title: Benefits and Risks of AI in Health Care: Narrative Review\n",
            "Link: https://www.i-jmr.org/2024/1/e53616\n",
            "Snippet: This review paper provides an in-depth examination of the benefits and risks associated with AI in health care, with a focus on issues like biases, ...\n",
            "---\n",
            "Title: Overcoming the risks of Generative AI in Healthcare\n",
            "Link: https://www.boardofinnovation.com/blog/overcoming-the-risks-of-generative-ai-in-healthcare/\n",
            "Snippet: Risk: One significant risk associated with Generative AI in healthcare is the potential compromise of patient privacy and confidentiality. As AI systems are ...\n",
            "---\n",
            "Title: Generative AI in Healthcare: Use Cases, Benefits, and Challenges\n",
            "Link: https://www.johnsnowlabs.com/generative-ai-healthcare/\n",
            "Snippet: Generative AI models allow healthcare providers to segment high-risk patient groups using free-text prompts. This use of Gen AI for cohort ...\n",
            "---\n",
            "Title: Generative AI in Medical Practice: In-Depth Exploration of Privacy ...\n",
            "Link: https://pmc.ncbi.nlm.nih.gov/articles/PMC10960211/\n",
            "Snippet: Generative AI has the potential to detect signs, patterns, diseases, anomalies, and risks and assist in screening patients for various chronic diseases, making ...\n",
            "---\n",
            "Title: Generative AI In Healthcare: Advantages, Use Cases - Springs\n",
            "Link: https://springsapps.com/knowledge/generative-ai-in-healthcare-advantages-use-cases\n",
            "Snippet: Lack of standards: Medical organizations lack rules and regulations regarding AI use in their daily operations. This leads to potential risks ...\n",
            "---\n",
            "Title: Understanding the advantages and risks of AI usage in healthcare\n",
            "Link: https://www.thomsonreuters.com/en-us/posts/technology/ai-usage-healthcare/\n",
            "Snippet: The impact that generative artificial intelligence and machine learning tools could have on the healthcare industry may be very substantial.\n",
            "---\n",
            "Title: Tackling healthcare's biggest burdens with generative AI\n",
            "Link: https://www.mckinsey.com/industries/healthcare/our-insights/tackling-healthcares-biggest-burdens-with-generative-ai\n",
            "Snippet: Generative AI has the potential to reimagine the healthcare industry in new and exciting ways. We look at some of the emerging use cases in ...\n",
            "---\n",
            "\n",
            "\u001b[00m\n",
            "\u001b[32;1m\u001b[1;3mThought: I now know the final answer\n",
            "\n",
            "Final Answer: Generative AI is poised to be the next big thing in healthcare, promising a revolution in how we diagnose, treat, and manage patient care.  Its potential benefits are vast.  Generative AI can analyze massive datasets to identify patterns and predict patient outcomes, leading to more accurate diagnoses and personalized treatment plans.  It can automate administrative tasks, freeing up clinicians to focus on patient care.  Furthermore, it can accelerate drug discovery and development, leading to faster breakthroughs in treating diseases.  The market opportunities are enormous, with potential applications spanning drug discovery, personalized medicine, medical imaging analysis, and administrative streamlining.  Investment in this field is already substantial, with a significant portion directed towards clinical care startups focused on improving the accuracy of clinical decision-making.\n",
            "\n",
            "\n",
            "However, the adoption of Generative AI in healthcare is not without its challenges.  One major concern is the potential for bias in algorithms, leading to disparities in care.  Data privacy and security are also paramount, as the use of sensitive patient information requires robust safeguards.  The lack of standardized regulations and guidelines for AI use in healthcare adds another layer of complexity, hindering wider adoption.  Furthermore, the \"black box\" nature of some AI models can make it difficult to understand their decision-making processes, raising concerns about transparency and accountability.  Addressing these ethical and practical concerns is crucial for responsible innovation in this field.\n",
            "\n",
            "\n",
            "Despite these risks, the potential rewards of Generative AI in healthcare are too significant to ignore.  As risk tolerance increases and regulatory frameworks mature, we can expect a surge in adoption across various healthcare settings.  The key to unlocking the full potential of Generative AI lies in a collaborative approach involving clinicians, researchers, policymakers, and technology developers.  By working together to address the ethical and practical challenges, we can harness the power of Generative AI to create a more efficient, equitable, and effective healthcare system for all.\n",
            "\u001b[0m\n",
            "\n",
            "\u001b[1m> Finished chain.\u001b[0m\n",
            "\u001b[95m \n",
            "\n",
            "Generative AI is poised to be the next big thing in healthcare, promising a revolution in how we diagnose, treat, and manage patient care.  Its potential benefits are vast.  Generative AI can analyze massive datasets to identify patterns and predict patient outcomes, leading to more accurate diagnoses and personalized treatment plans.  It can automate administrative tasks, freeing up clinicians to focus on patient care.  Furthermore, it can accelerate drug discovery and development, leading to faster breakthroughs in treating diseases.  The market opportunities are enormous, with potential applications spanning drug discovery, personalized medicine, medical imaging analysis, and administrative streamlining.  Investment in this field is already substantial, with a significant portion directed towards clinical care startups focused on improving the accuracy of clinical decision-making.\n",
            "\n",
            "\n",
            "However, the adoption of Generative AI in healthcare is not without its challenges.  One major concern is the potential for bias in algorithms, leading to disparities in care.  Data privacy and security are also paramount, as the use of sensitive patient information requires robust safeguards.  The lack of standardized regulations and guidelines for AI use in healthcare adds another layer of complexity, hindering wider adoption.  Furthermore, the \"black box\" nature of some AI models can make it difficult to understand their decision-making processes, raising concerns about transparency and accountability.  Addressing these ethical and practical concerns is crucial for responsible innovation in this field.\n",
            "\n",
            "\n",
            "Despite these risks, the potential rewards of Generative AI in healthcare are too significant to ignore.  As risk tolerance increases and regulatory frameworks mature, we can expect a surge in adoption across various healthcare settings.  The key to unlocking the full potential of Generative AI lies in a collaborative approach involving clinicians, researchers, policymakers, and technology developers.  By working together to address the ethical and practical challenges, we can harness the power of Generative AI to create a more efficient, equitable, and effective healthcare system for all.\n",
            "\u001b[00m\n",
            "\u001b[32;1m\u001b[1;3mThought: I now know the final answer\n",
            "\n",
            "Final Answer: Generative AI is poised to revolutionize healthcare, offering unprecedented opportunities to improve diagnostics, treatment, and patient care.  Its ability to analyze vast datasets, identify patterns, and predict outcomes allows for more accurate diagnoses and personalized treatment plans.  Automation of administrative tasks frees up clinicians' time, while accelerated drug discovery promises faster breakthroughs in disease treatment.  The market potential is immense, spanning personalized medicine, medical imaging, and administrative streamlining, attracting substantial investment.  However, challenges remain.  Algorithmic bias risks creating healthcare disparities, while data privacy and security are paramount concerns requiring robust safeguards.  The lack of standardized regulations and the \"black box\" nature of some AI models raise concerns about transparency and accountability.\n",
            "\n",
            "\n",
            "Addressing these challenges is crucial for responsible innovation.  Concerns about bias can be mitigated through careful data curation and algorithm design, ensuring fairness and equity.  Robust data security measures, adhering to strict privacy regulations like HIPAA, are essential to protect patient information.  Transparency in AI decision-making processes is vital, requiring the development of explainable AI models that provide insights into their reasoning.  Establishing clear regulatory frameworks and ethical guidelines is necessary to foster trust and responsible adoption.\n",
            "\n",
            "\n",
            "Despite the risks, the potential benefits of Generative AI in healthcare are too significant to ignore.  Increased risk tolerance, coupled with maturing regulatory frameworks, will likely drive widespread adoption.  A collaborative approach involving clinicians, researchers, policymakers, and technology developers is crucial to navigate the ethical and practical challenges.  By addressing these concerns proactively, we can harness the power of Generative AI to create a more efficient, equitable, and effective healthcare system for all.\n",
            "\u001b[0m\n",
            "\n",
            "\u001b[1m> Finished chain.\u001b[0m\n",
            "\n",
            "\n",
            "\u001b[1m> Entering new CrewAgentExecutor chain...\u001b[0m\n",
            "\u001b[32;1m\u001b[1;3mThought: I need to gather information on the latest trends in AI in healthcare to write an engaging and informative article.\n",
            "\n",
            "Action: Search the internet\n",
            "\n",
            "Action Input: {\"search_query\": \"latest trends in AI in healthcare\"}\n",
            "\u001b[0m\u001b[95m \n",
            "\n",
            "\n",
            "Search results: Title: Five trends converging for AI-enabled healthcare: Why AI and ... - PwC\n",
            "Link: https://www.pwc.com/gx/en/industries/healthcare/publications/ai-robotics-new-health/five-trends.html\n",
            "Snippet: Five distinct trends are converging to determine how artificial intelligence (AI) and robotics will define New Health.\n",
            "---\n",
            "Title: Top healthcare trends of 2025: AI will continue to be a transformative ...\n",
            "Link: https://www.definitivehc.com/blog/6-ways-ai-is-transforming-healthcare\n",
            "Snippet: AI is enabling physicians to make more accurate diagnoses, create personalized treatment plans, and streamline operations.\n",
            "---\n",
            "Title: An Overview of 2025 AI Trends in Healthcare - HealthTech Magazine\n",
            "Link: https://healthtechmagazine.net/article/2025/01/overview-2025-ai-trends-healthcare\n",
            "Snippet: In 2025, we expect healthcare organizations to have more risk tolerance for AI initiatives, which will lead to increased adoption.\n",
            "---\n",
            "Title: How Emerging Trends in AI Are Shaping the Future of Health Care ...\n",
            "Link: https://postgraduateeducation.hms.harvard.edu/trends-medicine/how-emerging-trends-ai-are-shaping-future-health-care-quality-safety\n",
            "Snippet: The next big technology to revolutionize health care will be artificial intelligence (AI). “Health care professionals should get very interested in AI and ...\n",
            "---\n",
            "Title: Artificial intelligence in medicine: current trends and future possibilities\n",
            "Link: https://pmc.ncbi.nlm.nih.gov/articles/PMC5819974/\n",
            "Snippet: AI will extract important information from a patient's electronic footprint. At first this will save time and improve efficiency, but following adequate testing ...\n",
            "---\n",
            "Title: Future of AI in Healthcare: Trends and Innovations | Cprime\n",
            "Link: https://www.cprime.com/resources/blog/the-future-of-ai-in-healthcare-trends-and-innovations/\n",
            "Snippet: AI is enhancing the accuracy and efficiency of diagnostics in healthcare by streamlining workflows, improving precision in CT imaging, accelerating MR image ...\n",
            "---\n",
            "Title: Generative AI in healthcare: Adoption trends and what's next\n",
            "Link: https://www.mckinsey.com/industries/healthcare/our-insights/generative-ai-in-healthcare-adoption-trends-and-whats-next\n",
            "Snippet: Gen AI's vast scope. Gen AI may create tremendous value in areas that could fundamentally improve patient experience and streamline operations.\n",
            "---\n",
            "Title: 10 healthcare technology trends for 2025 – Feature | Philips\n",
            "Link: https://www.philips.com/a-w/about/news/archive/features/2024/10-healthcare-technology-trends-for-2025.html\n",
            "Snippet: 1. Generative AI: a time-saving virtual assistant · 2. Simplifying complex diagnostics with AI · 3. A silent revolution in surgery · 4. Seeing the ...\n",
            "---\n",
            "Title: The future of AI in healthcare - IQVIA\n",
            "Link: https://www.iqvia.com/blogs/2024/02/the-future-of-ai-in-healthcare\n",
            "Snippet: The use of AI, inclusive of Generative AI, in healthcare is evolving rapidly and has the potential to enhance healthcare outcomes.\n",
            "---\n",
            "Title: AI in Healthcare Report | Silicon Valley Bank\n",
            "Link: https://www.svb.com/trends-insights/reports/artificial-intelligence-ai-in-healthcare/\n",
            "Snippet: Since 2019, the number of AI deals in healthcare has grown at twice the rate of AI deals across the entire tech sector. Investments have largely focused on AI ...\n",
            "---\n",
            "\n",
            "\u001b[00m\n",
            "\u001b[32;1m\u001b[1;3mThought: I now have enough information from the internet search to write a four-paragraph article on AI in healthcare advancements.\n",
            "\n",
            "Final Answer:\n",
            "# AI: Revolutionizing Healthcare\n",
            "\n",
            "Artificial intelligence (AI) is rapidly transforming healthcare, ushering in an era of unprecedented advancements.  AI's ability to analyze massive datasets allows for more accurate diagnoses, personalized treatment plans tailored to individual patient needs, and the automation of administrative tasks, freeing up valuable clinician time.  This translates to faster, more efficient care, and improved patient outcomes.  We're seeing AI excel in areas like medical imaging analysis, where it can detect subtle anomalies often missed by the human eye, leading to earlier and more effective interventions.  Furthermore, AI is accelerating drug discovery, potentially leading to breakthroughs in treating previously incurable diseases.\n",
            "\n",
            "\n",
            "One of the most exciting trends is the rise of generative AI.  This technology can create new medical images, synthesize patient data to improve models, and even assist in developing personalized treatment protocols.  While still in its early stages, generative AI holds immense potential for revolutionizing various aspects of healthcare, from streamlining administrative processes to creating more sophisticated diagnostic tools.  However, responsible development and deployment are crucial.  Addressing potential biases in algorithms and ensuring robust data privacy and security are paramount to avoid exacerbating existing healthcare disparities.\n",
            "\n",
            "\n",
            "The increasing adoption of AI in healthcare is driven by a growing risk tolerance among healthcare organizations and a maturing regulatory landscape.  More institutions are recognizing the transformative potential of AI and are actively investing in its implementation.  This increased investment is fueling innovation and leading to the development of more sophisticated and reliable AI-powered tools.  The collaborative efforts of clinicians, researchers, policymakers, and technology developers are essential to navigate the ethical and practical challenges associated with AI adoption.\n",
            "\n",
            "\n",
            "The future of healthcare is inextricably linked to AI.  By proactively addressing concerns around bias, data privacy, and transparency, we can harness the power of AI to create a more equitable, efficient, and effective healthcare system for everyone.  This collaborative approach, focused on responsible innovation, will ensure that AI serves as a powerful tool for improving health outcomes and enhancing the overall patient experience, ultimately leading to a healthier future for all.\n",
            "\u001b[0m\n",
            "\n",
            "\u001b[1m> Finished chain.\u001b[0m\n",
            "\u001b[34m  Stopping...\u001b[0m\n",
            "Error in sys.excepthook:\n",
            "\n",
            "Original exception was:\n",
            "^C\n"
          ]
        }
      ],
      "source": [
        "!streamlit run Gemini-crewAI-Agents.py & npx localtunnel --port 8501"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "base",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "name": "python",
      "version": "3.11.5"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}