From 39aa3fe4040509dee82eed34e95d85b126f2fea6 Mon Sep 17 00:00:00 2001
From: Satish <satishkumarpatnayak@live.com>
Date: Thu, 9 Apr 2026 22:33:53 +0530
Subject: [PATCH 1/6] Create AIGoat_Colab.ipynb

---
 colab_notebooks/AIGoat_Colab.ipynb | 989 +++++++++++++++++++++++++++++
 1 file changed, 989 insertions(+)
 create mode 100644 colab_notebooks/AIGoat_Colab.ipynb

diff --git a/colab_notebooks/AIGoat_Colab.ipynb b/colab_notebooks/AIGoat_Colab.ipynb
new file mode 100644
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+++ b/colab_notebooks/AIGoat_Colab.ipynb
@@ -0,0 +1,989 @@
+{
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "ctFY_KDW9tQc"
+      },
+      "source": [
+        "# AIGoat on Google Colab\n",
+        "\n",
+        "Runs [AIGoat](https://github.com/AISecurityConsortium/AIGoat) end-to-end inside a Colab runtime. Installs Ollama, clones the repo, installs Python + npm deps, seeds the SQLite DB, starts the FastAPI backend and React frontend in the background, and exposes the app through Colab's built-in port proxy.\n",
+        "\n",
+        "## Before you run\n",
+        "\n",
+        "- **Runtime**: the default CPU runtime works. A GPU runtime (T4) makes Mistral dramatically faster — switch via `Runtime → Change runtime type` before running.\n",
+        "- **RAM**: you need at least ~12 GB free. Mistral alone is ~4.5 GB; embeddings + backend + Node dev server take another few GB.\n",
+        "- **First run is slow.** Expect ~3–5 min on the `pip install` cell and another several minutes on `ollama pull mistral` (it's a 4.5 GB download).\n",
+        "- **CPU inference is slow.** If you're on CPU-only, chat responses may take 30–60 seconds each.\n",
+        "- **Single-port proxy.** Colab can only realistically expose one port, so the frontend is patched at runtime to use relative URLs and the React dev server proxies all API calls to the backend. You will only open the `3000` URL.\n",
+        "\n",
+        "Run the cells top-to-bottom. The last cell prints the clickable link."
+      ],
+      "id": "ctFY_KDW9tQc"
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "D4rwbyRB9tQe"
+      },
+      "source": [
+        "## 1. Install Ollama and Serve Ollama"
+      ],
+      "id": "D4rwbyRB9tQe"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 17,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "GmrN83Tr9tQe",
+        "outputId": "9e4c80bc-539c-49e6-bac3-721dd4342ede",
+        "collapsed": true
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\r0% [Working]\r            \rGet:1 https://cli.github.com/packages stable InRelease [3,917 B]\n",
+            "\r0% [Connecting to archive.ubuntu.com] [Connecting to security.ubuntu.com (91.18\r0% [Connecting to archive.ubuntu.com] [Connecting to security.ubuntu.com (91.18\r                                                                               \rHit:2 https://cloud.r-project.org/bin/linux/ubuntu jammy-cran40/ InRelease\n",
+            "Hit:3 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64  InRelease\n",
+            "Hit:4 http://security.ubuntu.com/ubuntu jammy-security InRelease\n",
+            "Hit:5 http://archive.ubuntu.com/ubuntu jammy InRelease\n",
+            "Hit:6 https://ppa.launchpadcontent.net/deadsnakes/ppa/ubuntu jammy InRelease\n",
+            "Hit:7 http://archive.ubuntu.com/ubuntu jammy-updates InRelease\n",
+            "Hit:8 https://ppa.launchpadcontent.net/graphics-drivers/ppa/ubuntu jammy InRelease\n",
+            "Hit:9 https://r2u.stat.illinois.edu/ubuntu jammy InRelease\n",
+            "Hit:10 https://ppa.launchpadcontent.net/ubuntugis/ppa/ubuntu jammy InRelease\n",
+            "Hit:11 http://archive.ubuntu.com/ubuntu jammy-backports InRelease\n",
+            "Fetched 3,917 B in 1s (2,919 B/s)\n",
+            "Reading package lists... Done\n",
+            "W: Skipping acquire of configured file 'main/source/Sources' as repository 'https://r2u.stat.illinois.edu/ubuntu jammy InRelease' does not seem to provide it (sources.list entry misspelt?)\n",
+            "Reading package lists... Done\n",
+            "Building dependency tree... Done\n",
+            "Reading state information... Done\n",
+            "The following additional packages will be installed:\n",
+            "  libpci3 pci.ids\n",
+            "The following NEW packages will be installed:\n",
+            "  libpci3 pci.ids pciutils zstd\n",
+            "0 upgraded, 4 newly installed, 0 to remove and 71 not upgraded.\n",
+            "Need to get 946 kB of archives.\n",
+            "After this operation, 3,276 kB of additional disk space will be used.\n",
+            "Get:1 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 pci.ids all 0.0~2022.01.22-1ubuntu0.1 [251 kB]\n",
+            "Get:2 http://archive.ubuntu.com/ubuntu jammy/main amd64 libpci3 amd64 1:3.7.0-6 [28.9 kB]\n",
+            "Get:3 http://archive.ubuntu.com/ubuntu jammy/main amd64 pciutils amd64 1:3.7.0-6 [63.6 kB]\n",
+            "Get:4 http://archive.ubuntu.com/ubuntu jammy/main amd64 zstd amd64 1.4.8+dfsg-3build1 [603 kB]\n",
+            "Fetched 946 kB in 2s (408 kB/s)\n",
+            "debconf: unable to initialize frontend: Dialog\n",
+            "debconf: (No usable dialog-like program is installed, so the dialog based frontend cannot be used. at /usr/share/perl5/Debconf/FrontEnd/Dialog.pm line 78, <> line 4.)\n",
+            "debconf: falling back to frontend: Readline\n",
+            "debconf: unable to initialize frontend: Readline\n",
+            "debconf: (This frontend requires a controlling tty.)\n",
+            "debconf: falling back to frontend: Teletype\n",
+            "dpkg-preconfigure: unable to re-open stdin: \n",
+            "Selecting previously unselected package pci.ids.\n",
+            "(Reading database ... 122354 files and directories currently installed.)\n",
+            "Preparing to unpack .../pci.ids_0.0~2022.01.22-1ubuntu0.1_all.deb ...\n",
+            "Unpacking pci.ids (0.0~2022.01.22-1ubuntu0.1) ...\n",
+            "Selecting previously unselected package libpci3:amd64.\n",
+            "Preparing to unpack .../libpci3_1%3a3.7.0-6_amd64.deb ...\n",
+            "Unpacking libpci3:amd64 (1:3.7.0-6) ...\n",
+            "Selecting previously unselected package pciutils.\n",
+            "Preparing to unpack .../pciutils_1%3a3.7.0-6_amd64.deb ...\n",
+            "Unpacking pciutils (1:3.7.0-6) ...\n",
+            "Selecting previously unselected package zstd.\n",
+            "Preparing to unpack .../zstd_1.4.8+dfsg-3build1_amd64.deb ...\n",
+            "Unpacking zstd (1.4.8+dfsg-3build1) ...\n",
+            "Setting up pci.ids (0.0~2022.01.22-1ubuntu0.1) ...\n",
+            "Setting up libpci3:amd64 (1:3.7.0-6) ...\n",
+            "Setting up zstd (1.4.8+dfsg-3build1) ...\n",
+            "Setting up pciutils (1:3.7.0-6) ...\n",
+            "Processing triggers for man-db (2.10.2-1) ...\n",
+            "Processing triggers for libc-bin (2.35-0ubuntu3.8) ...\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbb.so.12 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind_2_5.so.3 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtcm_debug.so.1 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libumf.so.1 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libur_loader.so.0 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbbmalloc_proxy.so.2 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbbmalloc.so.2 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libur_adapter_level_zero_v2.so.0 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libur_adapter_opencl.so.0 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libhwloc.so.15 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind_2_0.so.3 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libur_adapter_level_zero.so.0 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind.so.3 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtcm.so.1 is not a symbolic link\n",
+            "\n",
+            ">>> Cleaning up old version at /usr/local/lib/ollama\n",
+            ">>> Installing ollama to /usr/local\n",
+            ">>> Downloading ollama-linux-amd64.tar.zst\n",
+            "######################################################################## 100.0%\n",
+            ">>> Creating ollama user...\n",
+            ">>> Adding ollama user to video group...\n",
+            ">>> Adding current user to ollama group...\n",
+            ">>> Creating ollama systemd service...\n",
+            "\u001b[1m\u001b[31mWARNING:\u001b[m systemd is not running\n",
+            ">>> NVIDIA GPU installed.\n",
+            ">>> The Ollama API is now available at 127.0.0.1:11434.\n",
+            ">>> Install complete. Run \"ollama\" from the command line.\n",
+            "Warning: could not connect to a running Ollama instance\n",
+            "Warning: client version is 0.20.4\n"
+          ]
+        }
+      ],
+      "source": [
+        "!sudo apt-get update && sudo apt-get install -y zstd pciutils\n",
+        "!curl -fsSL https://ollama.com/install.sh | sh\n",
+        "!ollama --version"
+      ],
+      "id": "GmrN83Tr9tQe"
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import subprocess\n",
+        "import time\n",
+        "\n",
+        "# Start ollama serve in the background\n",
+        "subprocess.Popen([\"ollama\", \"serve\"])\n",
+        "time.sleep(5)  # Wait for the server to start"
+      ],
+      "metadata": {
+        "id": "HhWxJRYFJdSh"
+      },
+      "id": "HhWxJRYFJdSh",
+      "execution_count": 22,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "RDswJO3y9tQf"
+      },
+      "source": [
+        "## 2. Clone AIGoat and set the working directory\n",
+        "\n",
+        "`os.chdir` is used instead of `!cd` so subsequent Python cells inherit the directory."
+      ],
+      "id": "RDswJO3y9tQf"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 23,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "FBfnFzjq9tQg",
+        "outputId": "5577e016-f5aa-4504-d946-9dcc57e1a5d9"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "cwd: /content/AIGoat\n"
+          ]
+        }
+      ],
+      "source": [
+        "import os, subprocess\n",
+        "\n",
+        "REPO_DIR = '/content/AIGoat'\n",
+        "REPO_URL = 'https://github.com/AISecurityConsortium/AIGoat.git'\n",
+        "\n",
+        "if not os.path.exists(REPO_DIR):\n",
+        "    subprocess.run(['git', 'clone', '--depth', '1', REPO_URL, REPO_DIR], check=True)\n",
+        "\n",
+        "os.chdir(REPO_DIR)\n",
+        "os.makedirs('logs', exist_ok=True)\n",
+        "\n",
+        "# Make the repo importable as a package (so 'from app.core.database import ...' works later).\n",
+        "import sys\n",
+        "if REPO_DIR not in sys.path:\n",
+        "    sys.path.insert(0, REPO_DIR)\n",
+        "\n",
+        "print('cwd:', os.getcwd())"
+      ],
+      "id": "FBfnFzjq9tQg"
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "9rZtW2nt9tQg"
+      },
+      "source": [
+        "## 3. Install Python dependencies\n",
+        "\n",
+        "No virtualenv — Colab already has Python 3.11. This step is slow on first run because `sentence-transformers`, `chromadb`, and `nemoguardrails` pull in a lot of transitive packages."
+      ],
+      "id": "9rZtW2nt9tQg"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 24,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "collapsed": true,
+        "id": "t4P-MEN59tQg",
+        "outputId": "0ecfc78b-37f6-4f98-a457-27a9e32a00ba"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "NAME    ID    SIZE    MODIFIED \n",
+            "Requirement already satisfied: fastapi>=0.109.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 4)) (0.135.2)\n",
+            "Requirement already satisfied: uvicorn>=0.27.0 in /usr/local/lib/python3.12/dist-packages (from uvicorn[standard]>=0.27.0->-r requirements.txt (line 5)) (0.42.0)\n",
+            "Requirement already satisfied: python-multipart>=0.0.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 6)) (0.0.22)\n",
+            "Requirement already satisfied: sqlalchemy>=2.0.25 in /usr/local/lib/python3.12/dist-packages (from sqlalchemy[asyncio]>=2.0.25->-r requirements.txt (line 9)) (2.0.48)\n",
+            "Requirement already satisfied: aiosqlite>=0.19.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 10)) (0.22.1)\n",
+            "Requirement already satisfied: greenlet>=3.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 11)) (3.3.2)\n",
+            "Requirement already satisfied: python-jose>=3.3.0 in /usr/local/lib/python3.12/dist-packages (from python-jose[cryptography]>=3.3.0->-r requirements.txt (line 14)) (3.5.0)\n",
+            "Requirement already satisfied: passlib>=1.7.4 in /usr/local/lib/python3.12/dist-packages (from passlib[bcrypt]>=1.7.4->-r requirements.txt (line 15)) (1.7.4)\n",
+            "Requirement already satisfied: bcrypt<4.1.0,>=4.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 16)) (4.0.1)\n",
+            "Requirement already satisfied: httpx>=0.26.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 19)) (0.28.1)\n",
+            "Requirement already satisfied: pyyaml>=6.0.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 22)) (6.0.3)\n",
+            "Requirement already satisfied: pydantic>=2.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 23)) (2.12.3)\n",
+            "Requirement already satisfied: sentence-transformers>=2.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 26)) (5.3.0)\n",
+            "Requirement already satisfied: chromadb>=0.4.22 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 27)) (1.5.7)\n",
+            "Requirement already satisfied: nemoguardrails>=0.10.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 30)) (0.21.0)\n",
+            "Requirement already satisfied: pytest>=8.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 33)) (8.4.2)\n",
+            "Requirement already satisfied: pytest-asyncio>=0.23.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 34)) (1.3.0)\n",
+            "Requirement already satisfied: ruff>=0.4.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 35)) (0.15.8)\n",
+            "Requirement already satisfied: pyflakes>=2.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 36)) (3.4.0)\n",
+            "Requirement already satisfied: pre-commit>=3.7.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 37)) (4.5.1)\n",
+            "Requirement already satisfied: starlette>=0.46.0 in /usr/local/lib/python3.12/dist-packages (from fastapi>=0.109.0->-r requirements.txt (line 4)) (0.52.1)\n",
+            "Requirement already satisfied: typing-extensions>=4.8.0 in /usr/local/lib/python3.12/dist-packages (from fastapi>=0.109.0->-r requirements.txt (line 4)) (4.15.0)\n",
+            "Requirement already satisfied: typing-inspection>=0.4.2 in /usr/local/lib/python3.12/dist-packages (from fastapi>=0.109.0->-r requirements.txt (line 4)) (0.4.2)\n",
+            "Requirement already satisfied: annotated-doc>=0.0.2 in /usr/local/lib/python3.12/dist-packages (from fastapi>=0.109.0->-r requirements.txt (line 4)) (0.0.4)\n",
+            "Requirement already satisfied: click>=7.0 in /usr/local/lib/python3.12/dist-packages (from uvicorn>=0.27.0->uvicorn[standard]>=0.27.0->-r requirements.txt (line 5)) (8.3.1)\n",
+            "Requirement already satisfied: h11>=0.8 in /usr/local/lib/python3.12/dist-packages (from uvicorn>=0.27.0->uvicorn[standard]>=0.27.0->-r requirements.txt (line 5)) (0.16.0)\n",
+            "Requirement already satisfied: ecdsa!=0.15 in /usr/local/lib/python3.12/dist-packages (from python-jose>=3.3.0->python-jose[cryptography]>=3.3.0->-r requirements.txt (line 14)) (0.19.2)\n",
+            "Requirement already satisfied: rsa!=4.1.1,!=4.4,<5.0,>=4.0 in /usr/local/lib/python3.12/dist-packages (from python-jose>=3.3.0->python-jose[cryptography]>=3.3.0->-r requirements.txt (line 14)) (4.9.1)\n",
+            "Requirement already satisfied: pyasn1>=0.5.0 in /usr/local/lib/python3.12/dist-packages (from python-jose>=3.3.0->python-jose[cryptography]>=3.3.0->-r requirements.txt (line 14)) (0.6.3)\n",
+            "Requirement already satisfied: anyio in /usr/local/lib/python3.12/dist-packages (from httpx>=0.26.0->-r requirements.txt (line 19)) (4.13.0)\n",
+            "Requirement already satisfied: certifi in /usr/local/lib/python3.12/dist-packages (from httpx>=0.26.0->-r requirements.txt (line 19)) (2026.2.25)\n",
+            "Requirement already satisfied: httpcore==1.* in /usr/local/lib/python3.12/dist-packages (from httpx>=0.26.0->-r requirements.txt (line 19)) (1.0.9)\n",
+            "Requirement already satisfied: idna in /usr/local/lib/python3.12/dist-packages (from httpx>=0.26.0->-r requirements.txt (line 19)) (3.11)\n",
+            "Requirement already satisfied: annotated-types>=0.6.0 in /usr/local/lib/python3.12/dist-packages (from pydantic>=2.5.0->-r requirements.txt (line 23)) (0.7.0)\n",
+            "Requirement already satisfied: pydantic-core==2.41.4 in /usr/local/lib/python3.12/dist-packages (from pydantic>=2.5.0->-r requirements.txt (line 23)) (2.41.4)\n",
+            "Requirement already satisfied: transformers<6.0.0,>=4.41.0 in /usr/local/lib/python3.12/dist-packages (from sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (5.0.0)\n",
+            "Requirement already satisfied: huggingface-hub>=0.20.0 in /usr/local/lib/python3.12/dist-packages (from sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (1.8.0)\n",
+            "Requirement already satisfied: torch>=1.11.0 in /usr/local/lib/python3.12/dist-packages (from sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (2.10.0+cu128)\n",
+            "Requirement already satisfied: numpy in /usr/local/lib/python3.12/dist-packages (from sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (2.0.2)\n",
+            "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.12/dist-packages (from sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (1.6.1)\n",
+            "Requirement already satisfied: scipy in /usr/local/lib/python3.12/dist-packages (from sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (1.16.3)\n",
+            "Requirement already satisfied: tqdm in /usr/local/lib/python3.12/dist-packages (from sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (4.67.3)\n",
+            "Requirement already satisfied: build>=1.0.3 in /usr/local/lib/python3.12/dist-packages (from chromadb>=0.4.22->-r requirements.txt (line 27)) (1.4.2)\n",
+            "Requirement already satisfied: pydantic-settings>=2.0 in /usr/local/lib/python3.12/dist-packages (from chromadb>=0.4.22->-r requirements.txt (line 27)) (2.13.1)\n",
+            "Requirement already satisfied: pybase64>=1.4.1 in /usr/local/lib/python3.12/dist-packages (from chromadb>=0.4.22->-r requirements.txt (line 27)) (1.4.3)\n",
+            "Requirement already satisfied: onnxruntime>=1.14.1 in /usr/local/lib/python3.12/dist-packages (from chromadb>=0.4.22->-r requirements.txt (line 27)) (1.24.4)\n",
+            "Requirement already satisfied: opentelemetry-api>=1.2.0 in /usr/local/lib/python3.12/dist-packages (from chromadb>=0.4.22->-r requirements.txt (line 27)) (1.41.0)\n",
+            "Requirement already satisfied: opentelemetry-exporter-otlp-proto-grpc>=1.2.0 in /usr/local/lib/python3.12/dist-packages (from chromadb>=0.4.22->-r requirements.txt (line 27)) (1.41.0)\n",
+            "Requirement already satisfied: opentelemetry-sdk>=1.2.0 in /usr/local/lib/python3.12/dist-packages (from chromadb>=0.4.22->-r requirements.txt (line 27)) (1.41.0)\n",
+            "Requirement already satisfied: tokenizers>=0.13.2 in /usr/local/lib/python3.12/dist-packages (from chromadb>=0.4.22->-r requirements.txt (line 27)) (0.22.2)\n",
+            "Requirement already satisfied: pypika>=0.48.9 in /usr/local/lib/python3.12/dist-packages (from chromadb>=0.4.22->-r requirements.txt (line 27)) (0.51.1)\n",
+            "Requirement already satisfied: overrides>=7.3.1 in /usr/local/lib/python3.12/dist-packages (from chromadb>=0.4.22->-r requirements.txt (line 27)) (7.7.0)\n",
+            "Requirement already satisfied: importlib-resources in /usr/local/lib/python3.12/dist-packages (from chromadb>=0.4.22->-r requirements.txt (line 27)) (6.5.2)\n",
+            "Requirement already satisfied: grpcio>=1.58.0 in /usr/local/lib/python3.12/dist-packages (from chromadb>=0.4.22->-r requirements.txt (line 27)) (1.80.0)\n",
+            "Requirement already satisfied: typer>=0.9.0 in /usr/local/lib/python3.12/dist-packages (from chromadb>=0.4.22->-r requirements.txt (line 27)) (0.24.1)\n",
+            "Requirement already satisfied: kubernetes>=28.1.0 in /usr/local/lib/python3.12/dist-packages (from chromadb>=0.4.22->-r requirements.txt (line 27)) (35.0.0)\n",
+            "Requirement already satisfied: tenacity>=8.2.3 in /usr/local/lib/python3.12/dist-packages (from chromadb>=0.4.22->-r requirements.txt (line 27)) (9.1.4)\n",
+            "Requirement already satisfied: mmh3>=4.0.1 in /usr/local/lib/python3.12/dist-packages (from chromadb>=0.4.22->-r requirements.txt (line 27)) (5.2.1)\n",
+            "Requirement already satisfied: orjson>=3.9.12 in /usr/local/lib/python3.12/dist-packages (from chromadb>=0.4.22->-r requirements.txt (line 27)) (3.11.8)\n",
+            "Requirement already satisfied: rich>=10.11.0 in /usr/local/lib/python3.12/dist-packages (from chromadb>=0.4.22->-r requirements.txt (line 27)) (13.9.4)\n",
+            "Requirement already satisfied: jsonschema>=4.19.0 in /usr/local/lib/python3.12/dist-packages (from chromadb>=0.4.22->-r requirements.txt (line 27)) (4.26.0)\n",
+            "Requirement already satisfied: aiohttp>=3.10.11 in /usr/local/lib/python3.12/dist-packages (from nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (3.13.4)\n",
+            "Requirement already satisfied: aiohttp-retry>=2.9.0 in /usr/local/lib/python3.12/dist-packages (from nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (2.9.1)\n",
+            "Requirement already satisfied: annoy>=1.17.3 in /usr/local/lib/python3.12/dist-packages (from nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (1.17.3)\n",
+            "Requirement already satisfied: fastembed>=0.2.2 in /usr/local/lib/python3.12/dist-packages (from nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (0.8.0)\n",
+            "Requirement already satisfied: jinja2>=3.1.6 in /usr/local/lib/python3.12/dist-packages (from nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (3.1.6)\n",
+            "Requirement already satisfied: langchain<2.0.0,>=0.2.14 in /usr/local/lib/python3.12/dist-packages (from nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (1.2.14)\n",
+            "Requirement already satisfied: langchain-community<2.0.0,>=0.2.5 in /usr/local/lib/python3.12/dist-packages (from nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (0.4.1)\n",
+            "Requirement already satisfied: langchain-core<2.0.0,>=0.2.14 in /usr/local/lib/python3.12/dist-packages (from nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (1.2.23)\n",
+            "Requirement already satisfied: lark>=1.1.7 in /usr/local/lib/python3.12/dist-packages (from nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (1.3.1)\n",
+            "Requirement already satisfied: nest-asyncio>=1.5.6 in /usr/local/lib/python3.12/dist-packages (from nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (1.6.0)\n",
+            "Requirement already satisfied: pandas<3,>=1.4.0 in /usr/local/lib/python3.12/dist-packages (from nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (2.2.2)\n",
+            "Requirement already satisfied: prompt-toolkit>=3.0 in /usr/local/lib/python3.12/dist-packages (from nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (3.0.52)\n",
+            "Requirement already satisfied: protobuf>=5.29.5 in /usr/local/lib/python3.12/dist-packages (from nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (5.29.6)\n",
+            "Requirement already satisfied: simpleeval>=0.9.13 in /usr/local/lib/python3.12/dist-packages (from nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (1.0.7)\n",
+            "Requirement already satisfied: watchdog>=3.0.0 in /usr/local/lib/python3.12/dist-packages (from nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (6.0.0)\n",
+            "Requirement already satisfied: iniconfig>=1 in /usr/local/lib/python3.12/dist-packages (from pytest>=8.0.0->-r requirements.txt (line 33)) (2.3.0)\n",
+            "Requirement already satisfied: packaging>=20 in /usr/local/lib/python3.12/dist-packages (from pytest>=8.0.0->-r requirements.txt (line 33)) (26.0)\n",
+            "Requirement already satisfied: pluggy<2,>=1.5 in /usr/local/lib/python3.12/dist-packages (from pytest>=8.0.0->-r requirements.txt (line 33)) (1.6.0)\n",
+            "Requirement already satisfied: pygments>=2.7.2 in /usr/local/lib/python3.12/dist-packages (from pytest>=8.0.0->-r requirements.txt (line 33)) (2.20.0)\n",
+            "Requirement already satisfied: cfgv>=2.0.0 in /usr/local/lib/python3.12/dist-packages (from pre-commit>=3.7.0->-r requirements.txt (line 37)) (3.5.0)\n",
+            "Requirement already satisfied: identify>=1.0.0 in /usr/local/lib/python3.12/dist-packages (from pre-commit>=3.7.0->-r requirements.txt (line 37)) (2.6.18)\n",
+            "Requirement already satisfied: nodeenv>=0.11.1 in /usr/local/lib/python3.12/dist-packages (from pre-commit>=3.7.0->-r requirements.txt (line 37)) (1.10.0)\n",
+            "Requirement already satisfied: virtualenv>=20.10.0 in /usr/local/lib/python3.12/dist-packages (from pre-commit>=3.7.0->-r requirements.txt (line 37)) (21.2.0)\n",
+            "Requirement already satisfied: cryptography>=3.4.0 in /usr/local/lib/python3.12/dist-packages (from python-jose[cryptography]>=3.3.0->-r requirements.txt (line 14)) (43.0.3)\n",
+            "Requirement already satisfied: httptools>=0.6.3 in /usr/local/lib/python3.12/dist-packages (from uvicorn[standard]>=0.27.0->-r requirements.txt (line 5)) (0.7.1)\n",
+            "Requirement already satisfied: python-dotenv>=0.13 in /usr/local/lib/python3.12/dist-packages (from uvicorn[standard]>=0.27.0->-r requirements.txt (line 5)) (1.2.2)\n",
+            "Requirement already satisfied: uvloop>=0.15.1 in /usr/local/lib/python3.12/dist-packages (from uvicorn[standard]>=0.27.0->-r requirements.txt (line 5)) (0.22.1)\n",
+            "Requirement already satisfied: watchfiles>=0.20 in /usr/local/lib/python3.12/dist-packages (from uvicorn[standard]>=0.27.0->-r requirements.txt (line 5)) (1.1.1)\n",
+            "Requirement already satisfied: websockets>=10.4 in /usr/local/lib/python3.12/dist-packages (from uvicorn[standard]>=0.27.0->-r requirements.txt (line 5)) (15.0.1)\n",
+            "Requirement already satisfied: aiohappyeyeballs>=2.5.0 in /usr/local/lib/python3.12/dist-packages (from aiohttp>=3.10.11->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (2.6.1)\n",
+            "Requirement already satisfied: aiosignal>=1.4.0 in /usr/local/lib/python3.12/dist-packages (from aiohttp>=3.10.11->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (1.4.0)\n",
+            "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.12/dist-packages (from aiohttp>=3.10.11->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (26.1.0)\n",
+            "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.12/dist-packages (from aiohttp>=3.10.11->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (1.8.0)\n",
+            "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.12/dist-packages (from aiohttp>=3.10.11->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (6.7.1)\n",
+            "Requirement already satisfied: propcache>=0.2.0 in /usr/local/lib/python3.12/dist-packages (from aiohttp>=3.10.11->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (0.4.1)\n",
+            "Requirement already satisfied: yarl<2.0,>=1.17.0 in /usr/local/lib/python3.12/dist-packages (from aiohttp>=3.10.11->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (1.23.0)\n",
+            "Requirement already satisfied: pyproject_hooks in /usr/local/lib/python3.12/dist-packages (from build>=1.0.3->chromadb>=0.4.22->-r requirements.txt (line 27)) (1.2.0)\n",
+            "Requirement already satisfied: cffi>=1.12 in /usr/local/lib/python3.12/dist-packages (from cryptography>=3.4.0->python-jose[cryptography]>=3.3.0->-r requirements.txt (line 14)) (2.0.0)\n",
+            "Requirement already satisfied: six>=1.9.0 in /usr/local/lib/python3.12/dist-packages (from ecdsa!=0.15->python-jose>=3.3.0->python-jose[cryptography]>=3.3.0->-r requirements.txt (line 14)) (1.17.0)\n",
+            "Requirement already satisfied: loguru<0.8.0,>=0.7.2 in /usr/local/lib/python3.12/dist-packages (from fastembed>=0.2.2->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (0.7.3)\n",
+            "Requirement already satisfied: pillow<13.0,>=10.3.0 in /usr/local/lib/python3.12/dist-packages (from fastembed>=0.2.2->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (11.3.0)\n",
+            "Requirement already satisfied: py-rust-stemmers<0.2.0,>=0.1.0 in /usr/local/lib/python3.12/dist-packages (from fastembed>=0.2.2->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (0.1.5)\n",
+            "Requirement already satisfied: requests<3.0,>=2.31 in /usr/local/lib/python3.12/dist-packages (from fastembed>=0.2.2->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (2.33.1)\n",
+            "Requirement already satisfied: filelock>=3.10.0 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.20.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (3.25.2)\n",
+            "Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.20.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (2025.3.0)\n",
+            "Requirement already satisfied: hf-xet<2.0.0,>=1.4.2 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.20.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (1.4.2)\n",
+            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.12/dist-packages (from jinja2>=3.1.6->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (3.0.3)\n",
+            "Requirement already satisfied: jsonschema-specifications>=2023.03.6 in /usr/local/lib/python3.12/dist-packages (from jsonschema>=4.19.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (2025.9.1)\n",
+            "Requirement already satisfied: referencing>=0.28.4 in /usr/local/lib/python3.12/dist-packages (from jsonschema>=4.19.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (0.37.0)\n",
+            "Requirement already satisfied: rpds-py>=0.25.0 in /usr/local/lib/python3.12/dist-packages (from jsonschema>=4.19.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (0.30.0)\n",
+            "Requirement already satisfied: python-dateutil>=2.5.3 in /usr/local/lib/python3.12/dist-packages (from kubernetes>=28.1.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (2.9.0.post0)\n",
+            "Requirement already satisfied: websocket-client!=0.40.0,!=0.41.*,!=0.42.*,>=0.32.0 in /usr/local/lib/python3.12/dist-packages (from kubernetes>=28.1.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (1.9.0)\n",
+            "Requirement already satisfied: requests-oauthlib in /usr/local/lib/python3.12/dist-packages (from kubernetes>=28.1.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (2.0.0)\n",
+            "Requirement already satisfied: urllib3!=2.6.0,>=1.24.2 in /usr/local/lib/python3.12/dist-packages (from kubernetes>=28.1.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (2.5.0)\n",
+            "Requirement already satisfied: durationpy>=0.7 in /usr/local/lib/python3.12/dist-packages (from kubernetes>=28.1.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (0.10)\n",
+            "Requirement already satisfied: langgraph<1.2.0,>=1.1.1 in /usr/local/lib/python3.12/dist-packages (from langchain<2.0.0,>=0.2.14->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (1.1.4)\n",
+            "Requirement already satisfied: langchain-classic<2.0.0,>=1.0.0 in /usr/local/lib/python3.12/dist-packages (from langchain-community<2.0.0,>=0.2.5->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (1.0.3)\n",
+            "Requirement already satisfied: dataclasses-json<0.7.0,>=0.6.7 in /usr/local/lib/python3.12/dist-packages (from langchain-community<2.0.0,>=0.2.5->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (0.6.7)\n",
+            "Requirement already satisfied: langsmith<1.0.0,>=0.1.125 in /usr/local/lib/python3.12/dist-packages (from langchain-community<2.0.0,>=0.2.5->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (0.7.23)\n",
+            "Requirement already satisfied: httpx-sse<1.0.0,>=0.4.0 in /usr/local/lib/python3.12/dist-packages (from langchain-community<2.0.0,>=0.2.5->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (0.4.3)\n",
+            "Requirement already satisfied: jsonpatch<2.0.0,>=1.33.0 in /usr/local/lib/python3.12/dist-packages (from langchain-core<2.0.0,>=0.2.14->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (1.33)\n",
+            "Requirement already satisfied: uuid-utils<1.0,>=0.12.0 in /usr/local/lib/python3.12/dist-packages (from langchain-core<2.0.0,>=0.2.14->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (0.14.1)\n",
+            "Requirement already satisfied: flatbuffers in /usr/local/lib/python3.12/dist-packages (from onnxruntime>=1.14.1->chromadb>=0.4.22->-r requirements.txt (line 27)) (25.12.19)\n",
+            "Requirement already satisfied: sympy in /usr/local/lib/python3.12/dist-packages (from onnxruntime>=1.14.1->chromadb>=0.4.22->-r requirements.txt (line 27)) (1.14.0)\n",
+            "Requirement already satisfied: importlib-metadata<8.8.0,>=6.0 in /usr/local/lib/python3.12/dist-packages (from opentelemetry-api>=1.2.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (8.7.1)\n",
+            "Requirement already satisfied: googleapis-common-protos~=1.57 in /usr/local/lib/python3.12/dist-packages (from opentelemetry-exporter-otlp-proto-grpc>=1.2.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (1.73.1)\n",
+            "Requirement already satisfied: opentelemetry-exporter-otlp-proto-common==1.41.0 in /usr/local/lib/python3.12/dist-packages (from opentelemetry-exporter-otlp-proto-grpc>=1.2.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (1.41.0)\n",
+            "Requirement already satisfied: opentelemetry-proto==1.41.0 in /usr/local/lib/python3.12/dist-packages (from opentelemetry-exporter-otlp-proto-grpc>=1.2.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (1.41.0)\n",
+            "Requirement already satisfied: opentelemetry-semantic-conventions==0.62b0 in /usr/local/lib/python3.12/dist-packages (from opentelemetry-sdk>=1.2.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (0.62b0)\n",
+            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.12/dist-packages (from pandas<3,>=1.4.0->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (2025.2)\n",
+            "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.12/dist-packages (from pandas<3,>=1.4.0->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (2025.3)\n",
+            "Requirement already satisfied: wcwidth in /usr/local/lib/python3.12/dist-packages (from prompt-toolkit>=3.0->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (0.6.0)\n",
+            "Requirement already satisfied: markdown-it-py>=2.2.0 in /usr/local/lib/python3.12/dist-packages (from rich>=10.11.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (4.0.0)\n",
+            "Requirement already satisfied: setuptools in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (75.2.0)\n",
+            "Requirement already satisfied: networkx>=2.5.1 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (3.6.1)\n",
+            "Requirement already satisfied: cuda-bindings==12.9.4 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (12.9.4)\n",
+            "Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.8.93 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (12.8.93)\n",
+            "Requirement already satisfied: nvidia-cuda-runtime-cu12==12.8.90 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (12.8.90)\n",
+            "Requirement already satisfied: nvidia-cuda-cupti-cu12==12.8.90 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (12.8.90)\n",
+            "Requirement already satisfied: nvidia-cudnn-cu12==9.10.2.21 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (9.10.2.21)\n",
+            "Requirement already satisfied: nvidia-cublas-cu12==12.8.4.1 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (12.8.4.1)\n",
+            "Requirement already satisfied: nvidia-cufft-cu12==11.3.3.83 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (11.3.3.83)\n",
+            "Requirement already satisfied: nvidia-curand-cu12==10.3.9.90 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (10.3.9.90)\n",
+            "Requirement already satisfied: nvidia-cusolver-cu12==11.7.3.90 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (11.7.3.90)\n",
+            "Requirement already satisfied: nvidia-cusparse-cu12==12.5.8.93 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (12.5.8.93)\n",
+            "Requirement already satisfied: nvidia-cusparselt-cu12==0.7.1 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (0.7.1)\n",
+            "Requirement already satisfied: nvidia-nccl-cu12==2.27.5 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (2.27.5)\n",
+            "Requirement already satisfied: nvidia-nvshmem-cu12==3.4.5 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (3.4.5)\n",
+            "Requirement already satisfied: nvidia-nvtx-cu12==12.8.90 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (12.8.90)\n",
+            "Requirement already satisfied: nvidia-nvjitlink-cu12==12.8.93 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (12.8.93)\n",
+            "Requirement already satisfied: nvidia-cufile-cu12==1.13.1.3 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (1.13.1.3)\n",
+            "Requirement already satisfied: triton==3.6.0 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (3.6.0)\n",
+            "Requirement already satisfied: cuda-pathfinder~=1.1 in /usr/local/lib/python3.12/dist-packages (from cuda-bindings==12.9.4->torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (1.5.0)\n",
+            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.12/dist-packages (from transformers<6.0.0,>=4.41.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (2025.11.3)\n",
+            "Requirement already satisfied: typer-slim in /usr/local/lib/python3.12/dist-packages (from transformers<6.0.0,>=4.41.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (0.24.0)\n",
+            "Requirement already satisfied: safetensors>=0.4.3 in /usr/local/lib/python3.12/dist-packages (from transformers<6.0.0,>=4.41.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (0.7.0)\n",
+            "Requirement already satisfied: shellingham>=1.3.0 in /usr/local/lib/python3.12/dist-packages (from typer>=0.9.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (1.5.4)\n",
+            "Requirement already satisfied: distlib<1,>=0.3.7 in /usr/local/lib/python3.12/dist-packages (from virtualenv>=20.10.0->pre-commit>=3.7.0->-r requirements.txt (line 37)) (0.4.0)\n",
+            "Requirement already satisfied: platformdirs<5,>=3.9.1 in /usr/local/lib/python3.12/dist-packages (from virtualenv>=20.10.0->pre-commit>=3.7.0->-r requirements.txt (line 37)) (4.9.4)\n",
+            "Requirement already satisfied: python-discovery>=1 in /usr/local/lib/python3.12/dist-packages (from virtualenv>=20.10.0->pre-commit>=3.7.0->-r requirements.txt (line 37)) (1.2.2)\n",
+            "Requirement already satisfied: joblib>=1.2.0 in /usr/local/lib/python3.12/dist-packages (from scikit-learn->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (1.5.3)\n",
+            "Requirement already satisfied: threadpoolctl>=3.1.0 in /usr/local/lib/python3.12/dist-packages (from scikit-learn->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (3.6.0)\n",
+            "Requirement already satisfied: pycparser in /usr/local/lib/python3.12/dist-packages (from cffi>=1.12->cryptography>=3.4.0->python-jose[cryptography]>=3.3.0->-r requirements.txt (line 14)) (3.0)\n",
+            "Requirement already satisfied: marshmallow<4.0.0,>=3.18.0 in /usr/local/lib/python3.12/dist-packages (from dataclasses-json<0.7.0,>=0.6.7->langchain-community<2.0.0,>=0.2.5->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (3.26.2)\n",
+            "Requirement already satisfied: typing-inspect<1,>=0.4.0 in /usr/local/lib/python3.12/dist-packages (from dataclasses-json<0.7.0,>=0.6.7->langchain-community<2.0.0,>=0.2.5->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (0.9.0)\n",
+            "Requirement already satisfied: zipp>=3.20 in /usr/local/lib/python3.12/dist-packages (from importlib-metadata<8.8.0,>=6.0->opentelemetry-api>=1.2.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (3.23.0)\n",
+            "Requirement already satisfied: jsonpointer>=1.9 in /usr/local/lib/python3.12/dist-packages (from jsonpatch<2.0.0,>=1.33.0->langchain-core<2.0.0,>=0.2.14->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (3.1.1)\n",
+            "Requirement already satisfied: langchain-text-splitters<2.0.0,>=1.1.1 in /usr/local/lib/python3.12/dist-packages (from langchain-classic<2.0.0,>=1.0.0->langchain-community<2.0.0,>=0.2.5->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (1.1.1)\n",
+            "Requirement already satisfied: langgraph-checkpoint<5.0.0,>=2.1.0 in /usr/local/lib/python3.12/dist-packages (from langgraph<1.2.0,>=1.1.1->langchain<2.0.0,>=0.2.14->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (4.0.1)\n",
+            "Requirement already satisfied: langgraph-prebuilt<1.1.0,>=1.0.8 in /usr/local/lib/python3.12/dist-packages (from langgraph<1.2.0,>=1.1.1->langchain<2.0.0,>=0.2.14->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (1.0.8)\n",
+            "Requirement already satisfied: langgraph-sdk<0.4.0,>=0.3.0 in /usr/local/lib/python3.12/dist-packages (from langgraph<1.2.0,>=1.1.1->langchain<2.0.0,>=0.2.14->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (0.3.12)\n",
+            "Requirement already satisfied: xxhash>=3.5.0 in /usr/local/lib/python3.12/dist-packages (from langgraph<1.2.0,>=1.1.1->langchain<2.0.0,>=0.2.14->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (3.6.0)\n",
+            "Requirement already satisfied: requests-toolbelt>=1.0.0 in /usr/local/lib/python3.12/dist-packages (from langsmith<1.0.0,>=0.1.125->langchain-community<2.0.0,>=0.2.5->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (1.0.0)\n",
+            "Requirement already satisfied: zstandard>=0.23.0 in /usr/local/lib/python3.12/dist-packages (from langsmith<1.0.0,>=0.1.125->langchain-community<2.0.0,>=0.2.5->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (0.25.0)\n",
+            "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.12/dist-packages (from markdown-it-py>=2.2.0->rich>=10.11.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (0.1.2)\n",
+            "Requirement already satisfied: charset_normalizer<4,>=2 in /usr/local/lib/python3.12/dist-packages (from requests<3.0,>=2.31->fastembed>=0.2.2->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (3.4.6)\n",
+            "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.12/dist-packages (from sympy->onnxruntime>=1.14.1->chromadb>=0.4.22->-r requirements.txt (line 27)) (1.3.0)\n",
+            "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.12/dist-packages (from requests-oauthlib->kubernetes>=28.1.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (3.3.1)\n",
+            "Requirement already satisfied: ormsgpack>=1.12.0 in /usr/local/lib/python3.12/dist-packages (from langgraph-checkpoint<5.0.0,>=2.1.0->langgraph<1.2.0,>=1.1.1->langchain<2.0.0,>=0.2.14->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (1.12.2)\n",
+            "Requirement already satisfied: mypy-extensions>=0.3.0 in /usr/local/lib/python3.12/dist-packages (from typing-inspect<1,>=0.4.0->dataclasses-json<0.7.0,>=0.6.7->langchain-community<2.0.0,>=0.2.5->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (1.1.0)\n"
+          ]
+        }
+      ],
+      "source": [
+        "!ollama list\n",
+        "!pip install -r requirements.txt"
+      ],
+      "id": "t4P-MEN59tQg"
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "RwqMeM7e9tQh"
+      },
+      "source": [
+        "## 4. Patch the frontend to use relative API URLs\n",
+        "\n",
+        "`frontend/src/config/api.js` hardcodes `http://localhost:8000` as the fallback when `REACT_APP_API_URL` isn't set. Your browser is talking to a Colab proxy URL, not to localhost, so we rewrite the fallback to an empty string. That makes axios use relative URLs, which are sent to the React dev server on port 3000, which then forwards `/api/…` to `http://localhost:8000` via the `\"proxy\"` field already set in `frontend/package.json`. Net effect: one exposed port, everything works."
+      ],
+      "id": "RwqMeM7e9tQh"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 25,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "43F6zyxK9tQh",
+        "outputId": "155386a4-3d7d-4549-e2f4-f8242e356995"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "api.js is already patched.\n"
+          ]
+        }
+      ],
+      "source": [
+        "from pathlib import Path\n",
+        "\n",
+        "p = Path('/content/AIGoat/frontend/src/config/api.js')\n",
+        "src = p.read_text()\n",
+        "\n",
+        "# Target string to be replaced\n",
+        "target_str = \"process.env.REACT_APP_API_URL || 'http://localhost:8000'\"\n",
+        "# Desired replacement string\n",
+        "replacement_str = \"''\"\n",
+        "\n",
+        "# Check if the file is already in the desired state\n",
+        "# The original code's replacement results in `BASE_URL: ''`\n",
+        "if f\"BASE_URL: {replacement_str},\" in src:\n",
+        "    print('api.js is already patched.')\n",
+        "elif target_str in src:\n",
+        "    patched = src.replace(target_str, replacement_str)\n",
+        "    p.write_text(patched)\n",
+        "    print('Patched', p)\n",
+        "else:\n",
+        "    # If the target string is not found and the file isn't already patched,\n",
+        "    # it means the repo layout changed in an unexpected way.\n",
+        "    raise RuntimeError('api.js default URL not found — repo layout may have changed unexpectedly.')"
+      ],
+      "id": "43F6zyxK9tQh"
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "Ar4hHe2y9tQh"
+      },
+      "source": [
+        "## 5. Install frontend npm packages\n",
+        "\n",
+        "Using `%%bash` so the `cd` is scoped to this cell."
+      ],
+      "id": "Ar4hHe2y9tQh"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 26,
+      "metadata": {
+        "id": "8TKDrMPr9tQh"
+      },
+      "outputs": [],
+      "source": [
+        "%%bash\n",
+        "cd /content/AIGoat/frontend\n",
+        "npm install --silent --no-audit --no-fund 2>&1 | tail -20"
+      ],
+      "id": "8TKDrMPr9tQh"
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "cMtwW5979tQh"
+      },
+      "source": [
+        "## 6. Start the Ollama daemon (background)\n",
+        "\n",
+        "`subprocess.Popen` keeps the daemon alive for the whole kernel session. A plain `!ollama serve &` would be killed when the cell finishes."
+      ],
+      "id": "cMtwW5979tQh"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 27,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "5lb9OE7S9tQi",
+        "outputId": "b78adf5b-f52e-4851-acc1-4956eb183e7f"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Ollama is up on :11434\n"
+          ]
+        }
+      ],
+      "source": [
+        "import subprocess, time\n",
+        "import urllib.request, urllib.error\n",
+        "\n",
+        "ollama_log = open('/content/AIGoat/logs/ollama.log', 'wb')\n",
+        "ollama_proc = subprocess.Popen(\n",
+        "    ['ollama', 'serve'],\n",
+        "    stdout=ollama_log,\n",
+        "    stderr=subprocess.STDOUT,\n",
+        ")\n",
+        "\n",
+        "for _ in range(30):\n",
+        "    try:\n",
+        "        with urllib.request.urlopen('http://localhost:11434/api/tags', timeout=2) as r:\n",
+        "            if r.status == 200:\n",
+        "                print('Ollama is up on :11434')\n",
+        "                break\n",
+        "    except (urllib.error.URLError, ConnectionError, TimeoutError):\n",
+        "        pass\n",
+        "    time.sleep(1)\n",
+        "else:\n",
+        "    raise RuntimeError('Ollama did not start — check logs/ollama.log')"
+      ],
+      "id": "5lb9OE7S9tQi"
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "-W4KS-JT9tQi"
+      },
+      "source": [
+        "## 7. Pull the Mistral model\n",
+        "\n",
+        "~4.5 GB download on first run. Output streams progress bars."
+      ],
+      "id": "-W4KS-JT9tQi"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 28,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "8G1u2rWI9tQi",
+        "outputId": "3f9f3551-4a60-44c7-de82-1beeb9f41fe8"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
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+            "NAME              ID              SIZE      MODIFIED               \n",
+            "mistral:latest    6577803aa9a0    4.4 GB    Less than a second ago    \n"
+          ]
+        }
+      ],
+      "source": [
+        "!ollama pull mistral\n",
+        "!ollama list"
+      ],
+      "id": "8G1u2rWI9tQi"
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "CmLoS4Fv9tQi"
+      },
+      "source": [
+        "## 8. Initialize the database"
+      ],
+      "id": "CmLoS4Fv9tQi"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 29,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "fWLHF6q99tQi",
+        "outputId": "3fe9302d-a238-41c5-df93-1422d1925bea"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "DB initialized\n"
+          ]
+        }
+      ],
+      "source": [
+        "import nest_asyncio\n",
+        "nest_asyncio.apply()\n",
+        "\n",
+        "import asyncio\n",
+        "from app.core.database import init_db\n",
+        "\n",
+        "asyncio.run(init_db())\n",
+        "print('DB initialized')\n"
+      ],
+      "id": "fWLHF6q99tQi"
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "5OL6tWaQ9tQi"
+      },
+      "source": [
+        "## 9. Seed demo data (idempotent)\n",
+        "\n",
+        "Matches the counts the bash script checks for: 5 users, 20 products, 9 challenges."
+      ],
+      "id": "5OL6tWaQ9tQi"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 30,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "188fdOin9tQi",
+        "outputId": "79802f80-83a1-485d-f072-ad8624670d64"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Demo data seeded\n"
+          ]
+        }
+      ],
+      "source": [
+        "import asyncio, subprocess\n",
+        "from sqlalchemy import select, func\n",
+        "from app.core.database import async_session\n",
+        "from app.models import User, Product, Challenge\n",
+        "\n",
+        "async def _needs_seed():\n",
+        "    async with async_session() as db:\n",
+        "        u = (await db.execute(select(func.count(User.id)))).scalar() or 0\n",
+        "        p = (await db.execute(select(func.count(Product.id)))).scalar() or 0\n",
+        "        c = (await db.execute(select(func.count(Challenge.id)))).scalar() or 0\n",
+        "        return u < 5 or p < 20 or c < 9\n",
+        "\n",
+        "if asyncio.run(_needs_seed()):\n",
+        "    subprocess.run(['python', '-m', 'scripts.seed'], check=True, cwd='/content/AIGoat')\n",
+        "    print('Demo data seeded')\n",
+        "else:\n",
+        "    print('Database already has required data')"
+      ],
+      "id": "188fdOin9tQi"
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "WHh4ERGd9tQj"
+      },
+      "source": [
+        "## 10. Start the backend (FastAPI / uvicorn) in the background"
+      ],
+      "id": "WHh4ERGd9tQj"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 31,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "4tUAeK-F9tQj",
+        "outputId": "d8f88f25-2441-4736-f14b-8451d076f6d9"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Backend is up on :8000\n"
+          ]
+        }
+      ],
+      "source": [
+        "import subprocess, time\n",
+        "import urllib.request, urllib.error\n",
+        "\n",
+        "backend_log = open('/content/AIGoat/logs/backend.log', 'wb')\n",
+        "backend_proc = subprocess.Popen(\n",
+        "    [\n",
+        "        'python', '-m', 'uvicorn', 'app.main:app',\n",
+        "        '--host', '0.0.0.0',\n",
+        "        '--port', '8000',\n",
+        "        '--log-level', 'info',\n",
+        "    ],\n",
+        "    stdout=backend_log,\n",
+        "    stderr=subprocess.STDOUT,\n",
+        "    cwd='/content/AIGoat',\n",
+        ")\n",
+        "\n",
+        "for _ in range(60):\n",
+        "    try:\n",
+        "        with urllib.request.urlopen('http://localhost:8000/docs', timeout=2) as r:\n",
+        "            if r.status < 500:\n",
+        "                print('Backend is up on :8000')\n",
+        "                break\n",
+        "    except (urllib.error.URLError, ConnectionError, TimeoutError):\n",
+        "        pass\n",
+        "    if backend_proc.poll() is not None:\n",
+        "        raise RuntimeError('Backend exited early — run the logs cell at the bottom to see why')\n",
+        "    time.sleep(1)\n",
+        "else:\n",
+        "    print('Backend slow to start — check logs/backend.log if the next cells fail')"
+      ],
+      "id": "4tUAeK-F9tQj"
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "X5byjE-a9tQj"
+      },
+      "source": [
+        "## 11. Start the frontend (React dev server) in the background\n",
+        "\n",
+        "`CI=true` suppresses CRA's interactive \"port in use\" prompt and disables the auto-browser-open."
+      ],
+      "id": "X5byjE-a9tQj"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 32,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "nOkpUJ8t9tQj",
+        "outputId": "97355172-f260-45b4-b9b4-2da6181cee1b"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Frontend is up on :3000\n"
+          ]
+        }
+      ],
+      "source": [
+        "import os, subprocess, time\n",
+        "import urllib.request, urllib.error\n",
+        "\n",
+        "env = os.environ.copy()\n",
+        "env['PORT'] = '3000'\n",
+        "env['HOST'] = '0.0.0.0'\n",
+        "env['BROWSER'] = 'none'\n",
+        "env['CI'] = 'true'\n",
+        "env['DANGEROUSLY_DISABLE_HOST_CHECK'] = 'true'\n",
+        "env['WDS_SOCKET_PORT'] = '0'\n",
+        "\n",
+        "frontend_log = open('/content/AIGoat/logs/frontend.log', 'wb')\n",
+        "frontend_proc = subprocess.Popen(\n",
+        "    ['npm', 'start'],\n",
+        "    stdout=frontend_log,\n",
+        "    stderr=subprocess.STDOUT,\n",
+        "    cwd='/content/AIGoat/frontend',\n",
+        "    env=env,\n",
+        ")\n",
+        "\n",
+        "# CRA cold compile is slow — wait up to ~3 minutes.\n",
+        "for _ in range(180):\n",
+        "    try:\n",
+        "        with urllib.request.urlopen('http://localhost:3000/', timeout=2) as r:\n",
+        "            if r.status == 200:\n",
+        "                print('Frontend is up on :3000')\n",
+        "                break\n",
+        "    except (urllib.error.URLError, ConnectionError, TimeoutError):\n",
+        "        pass\n",
+        "    if frontend_proc.poll() is not None:\n",
+        "        raise RuntimeError('Frontend exited early — run the logs cell at the bottom to see why')\n",
+        "    time.sleep(1)\n",
+        "else:\n",
+        "    print('Frontend slow to compile — check logs/frontend.log if the preview URL 404s')"
+      ],
+      "id": "nOkpUJ8t9tQj"
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "gwlAKoQ89tQj"
+      },
+      "source": [
+        "## 12. Open AIGoat in a browser tab\n",
+        "\n",
+        "`serve_kernel_port_as_window` prints a clickable proxy URL that forwards to `localhost:3000`. All `/api/…` requests sent to that URL are routed to the backend by the React dev server's proxy config, so the same URL also serves `/docs` (FastAPI Swagger)."
+      ],
+      "id": "gwlAKoQ89tQj"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 34,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 270
+        },
+        "id": "2XCVLXPl9tQj",
+        "outputId": "2575744c-5874-498d-d08c-1b6f34679540"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\u001b[31mWarning: This function may stop working due to changes in browser security.\n",
+            "Try `serve_kernel_port_as_iframe` instead. \u001b[0m\n"
+          ]
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<IPython.core.display.Javascript object>"
+            ],
+            "application/javascript": [
+              "(async (port, path, text, element) => {\n",
+              "    if (!google.colab.kernel.accessAllowed) {\n",
+              "      return;\n",
+              "    }\n",
+              "    element.appendChild(document.createTextNode(''));\n",
+              "    const url = await google.colab.kernel.proxyPort(port);\n",
+              "    const anchor = document.createElement('a');\n",
+              "    anchor.href = new URL(path, url).toString();\n",
+              "    anchor.target = '_blank';\n",
+              "    anchor.setAttribute('data-href', url + path);\n",
+              "    anchor.textContent = text;\n",
+              "    element.appendChild(anchor);\n",
+              "  })(3000, \"/\", \"https://localhost:3000/\", window.element)"
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\n",
+            "==========================================\n",
+            "       AI Goat is running!                \n",
+            "==========================================\n",
+            "\n",
+            "  Click the link above to open the app.\n",
+            "  API docs: append /docs to that URL\n",
+            "\n",
+            "  Demo login:  alice / password123\n",
+            "  Admin login: admin / admin123\n",
+            "\n"
+          ]
+        }
+      ],
+      "source": [
+        "from google.colab import output\n",
+        "\n",
+        "output.serve_kernel_port_as_window(3000)\n",
+        "\n",
+        "print()\n",
+        "print('==========================================')\n",
+        "print('       AI Goat is running!                ')\n",
+        "print('==========================================')\n",
+        "print()\n",
+        "print('  Click the link above to open the app.')\n",
+        "print('  API docs: append /docs to that URL')\n",
+        "print()\n",
+        "print('  Demo login:  alice / password123')\n",
+        "print('  Admin login: admin / admin123')\n",
+        "print()"
+      ],
+      "id": "2XCVLXPl9tQj"
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "lDq697JU9tQj"
+      },
+      "source": [
+        "## 13. (Optional) Tail logs or shut everything down\n",
+        "\n",
+        "Uncomment whatever you need. Process handles (`ollama_proc`, `backend_proc`, `frontend_proc`) are held in kernel memory from the earlier cells."
+      ],
+      "id": "lDq697JU9tQj"
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "gHXAv8Uo9tQk"
+      },
+      "outputs": [],
+      "source": [
+        "# !tail -n 80 /content/AIGoat/logs/backend.log\n",
+        "# !tail -n 80 /content/AIGoat/logs/frontend.log\n",
+        "# !tail -n 80 /content/AIGoat/logs/ollama.log\n",
+        "\n",
+        "#frontend_proc.terminate()\n",
+        "# backend_proc.terminate()\n",
+        "# ollama_proc.terminate()"
+      ],
+      "id": "gHXAv8Uo9tQk"
+    }
+  ],
+  "metadata": {
+    "kernelspec": {
+      "display_name": "Python 3",
+      "name": "python3"
+    },
+    "language_info": {
+      "name": "python",
+      "version": "3.11"
+    },
+    "colab": {
+      "provenance": [],
+      "gpuType": "T4"
+    },
+    "accelerator": "GPU"
+  },
+  "nbformat": 4,
+  "nbformat_minor": 5
+}

From 58e37b09ae51d82631e21069f6a8b38aa3025aaa Mon Sep 17 00:00:00 2001
From: Satish <satishkumarpatnayak@live.com>
Date: Thu, 9 Apr 2026 22:39:56 +0530
Subject: [PATCH 2/6] Create AIGoat_Colab.md

---
 colab_notebooks/AIGoat_Colab.md | 18 ++++++++++++++++++
 1 file changed, 18 insertions(+)
 create mode 100644 colab_notebooks/AIGoat_Colab.md

diff --git a/colab_notebooks/AIGoat_Colab.md b/colab_notebooks/AIGoat_Colab.md
new file mode 100644
index 0000000..e19df29
--- /dev/null
+++ b/colab_notebooks/AIGoat_Colab.md
@@ -0,0 +1,18 @@
+## How to Run AIGoat Colab Notebook
+
+Follow these steps to get the AIGoat Colab notebook up and running:
+
+1.  **Download the Notebook:**
+    *   Download the `AIGoat_Colab.ipynb` file directly from its GitHub location: `https://github.com/satishpatnayak/AIGoat/blob/main/colab_notebooks/AIGoat_Colab.ipynb`
+
+2.  **Access Google Colab:**
+    *   Log in to your Google account and navigate to the Google Colab platform: `https://colab.research.google.com/`.
+
+3.  **Upload the Notebook to Colab:**
+    *   Once in Colab, go to `File` in the top menu.
+    *   Select `Upload Notebook`.
+    *   Choose the `AIGoat_Colab.ipynb` file that you downloaded in the first step.
+
+4.  **Execute All Cells:**
+    *   After the notebook has finished loading in Colab, Select `Runtime` to GPU.
+    *   Select `Run all` to execute every cell in the notebook sequentially.

From ddc54719023763fa941487deb9ff300d38cfe4b6 Mon Sep 17 00:00:00 2001
From: Satish <satishkumarpatnayak@live.com>
Date: Thu, 9 Apr 2026 22:42:23 +0530
Subject: [PATCH 3/6] Update README.md with Google Colab

---
 README.md | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/README.md b/README.md
index cfa4c73..fc78e18 100644
--- a/README.md
+++ b/README.md
@@ -105,6 +105,9 @@ cd AIGoat
 
 The script handles everything: checks Ollama, downloads the Mistral model if missing, initializes the database, and starts both backend and frontend.
 
+### Google Colab
+Follow the instructions provided at  https://github.com/satishpatnayak/AIGoat/blob/main/colab_notebooks/AIGoat_Colab.md
+
 Once you see "AI Goat is running!", open your browser:
 
 | What | URL |

From 038895df92ed2127c6a660dceb58f4d5d99a24b4 Mon Sep 17 00:00:00 2001
From: Satish <satishkumarpatnayak@live.com>
Date: Fri, 10 Apr 2026 21:30:46 +0530
Subject: [PATCH 4/6] Update AIGoat_Colab.md

---
 colab_notebooks/AIGoat_Colab.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/colab_notebooks/AIGoat_Colab.md b/colab_notebooks/AIGoat_Colab.md
index e19df29..9fb5d58 100644
--- a/colab_notebooks/AIGoat_Colab.md
+++ b/colab_notebooks/AIGoat_Colab.md
@@ -3,7 +3,7 @@
 Follow these steps to get the AIGoat Colab notebook up and running:
 
 1.  **Download the Notebook:**
-    *   Download the `AIGoat_Colab.ipynb` file directly from its GitHub location: `https://github.com/satishpatnayak/AIGoat/blob/main/colab_notebooks/AIGoat_Colab.ipynb`
+    *   Download the `AIGoat_Colab.ipynb` file directly from its GitHub location: `https://github.com/AISecurityConsortium/AIGoat/blob/main/colab_notebooks/AIGoat_Colab.ipynb`
 
 2.  **Access Google Colab:**
     *   Log in to your Google account and navigate to the Google Colab platform: `https://colab.research.google.com/`.

From 49c6381331cb6ed6601c453c68522910f9fc0f56 Mon Sep 17 00:00:00 2001
From: Satish <satishkumarpatnayak@live.com>
Date: Fri, 10 Apr 2026 21:36:16 +0530
Subject: [PATCH 5/6] Update AIGoat_Colab.ipynb

---
 colab_notebooks/AIGoat_Colab.ipynb | 526 ++---------------------------
 1 file changed, 35 insertions(+), 491 deletions(-)

diff --git a/colab_notebooks/AIGoat_Colab.ipynb b/colab_notebooks/AIGoat_Colab.ipynb
index db7b7dc..b5a6b1f 100644
--- a/colab_notebooks/AIGoat_Colab.ipynb
+++ b/colab_notebooks/AIGoat_Colab.ipynb
@@ -34,120 +34,11 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 17,
+      "execution_count": null,
       "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "id": "GmrN83Tr9tQe",
-        "outputId": "9e4c80bc-539c-49e6-bac3-721dd4342ede",
-        "collapsed": true
+        "id": "GmrN83Tr9tQe"
       },
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "\r0% [Working]\r            \rGet:1 https://cli.github.com/packages stable InRelease [3,917 B]\n",
-            "\r0% [Connecting to archive.ubuntu.com] [Connecting to security.ubuntu.com (91.18\r0% [Connecting to archive.ubuntu.com] [Connecting to security.ubuntu.com (91.18\r                                                                               \rHit:2 https://cloud.r-project.org/bin/linux/ubuntu jammy-cran40/ InRelease\n",
-            "Hit:3 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64  InRelease\n",
-            "Hit:4 http://security.ubuntu.com/ubuntu jammy-security InRelease\n",
-            "Hit:5 http://archive.ubuntu.com/ubuntu jammy InRelease\n",
-            "Hit:6 https://ppa.launchpadcontent.net/deadsnakes/ppa/ubuntu jammy InRelease\n",
-            "Hit:7 http://archive.ubuntu.com/ubuntu jammy-updates InRelease\n",
-            "Hit:8 https://ppa.launchpadcontent.net/graphics-drivers/ppa/ubuntu jammy InRelease\n",
-            "Hit:9 https://r2u.stat.illinois.edu/ubuntu jammy InRelease\n",
-            "Hit:10 https://ppa.launchpadcontent.net/ubuntugis/ppa/ubuntu jammy InRelease\n",
-            "Hit:11 http://archive.ubuntu.com/ubuntu jammy-backports InRelease\n",
-            "Fetched 3,917 B in 1s (2,919 B/s)\n",
-            "Reading package lists... Done\n",
-            "W: Skipping acquire of configured file 'main/source/Sources' as repository 'https://r2u.stat.illinois.edu/ubuntu jammy InRelease' does not seem to provide it (sources.list entry misspelt?)\n",
-            "Reading package lists... Done\n",
-            "Building dependency tree... Done\n",
-            "Reading state information... Done\n",
-            "The following additional packages will be installed:\n",
-            "  libpci3 pci.ids\n",
-            "The following NEW packages will be installed:\n",
-            "  libpci3 pci.ids pciutils zstd\n",
-            "0 upgraded, 4 newly installed, 0 to remove and 71 not upgraded.\n",
-            "Need to get 946 kB of archives.\n",
-            "After this operation, 3,276 kB of additional disk space will be used.\n",
-            "Get:1 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 pci.ids all 0.0~2022.01.22-1ubuntu0.1 [251 kB]\n",
-            "Get:2 http://archive.ubuntu.com/ubuntu jammy/main amd64 libpci3 amd64 1:3.7.0-6 [28.9 kB]\n",
-            "Get:3 http://archive.ubuntu.com/ubuntu jammy/main amd64 pciutils amd64 1:3.7.0-6 [63.6 kB]\n",
-            "Get:4 http://archive.ubuntu.com/ubuntu jammy/main amd64 zstd amd64 1.4.8+dfsg-3build1 [603 kB]\n",
-            "Fetched 946 kB in 2s (408 kB/s)\n",
-            "debconf: unable to initialize frontend: Dialog\n",
-            "debconf: (No usable dialog-like program is installed, so the dialog based frontend cannot be used. at /usr/share/perl5/Debconf/FrontEnd/Dialog.pm line 78, <> line 4.)\n",
-            "debconf: falling back to frontend: Readline\n",
-            "debconf: unable to initialize frontend: Readline\n",
-            "debconf: (This frontend requires a controlling tty.)\n",
-            "debconf: falling back to frontend: Teletype\n",
-            "dpkg-preconfigure: unable to re-open stdin: \n",
-            "Selecting previously unselected package pci.ids.\n",
-            "(Reading database ... 122354 files and directories currently installed.)\n",
-            "Preparing to unpack .../pci.ids_0.0~2022.01.22-1ubuntu0.1_all.deb ...\n",
-            "Unpacking pci.ids (0.0~2022.01.22-1ubuntu0.1) ...\n",
-            "Selecting previously unselected package libpci3:amd64.\n",
-            "Preparing to unpack .../libpci3_1%3a3.7.0-6_amd64.deb ...\n",
-            "Unpacking libpci3:amd64 (1:3.7.0-6) ...\n",
-            "Selecting previously unselected package pciutils.\n",
-            "Preparing to unpack .../pciutils_1%3a3.7.0-6_amd64.deb ...\n",
-            "Unpacking pciutils (1:3.7.0-6) ...\n",
-            "Selecting previously unselected package zstd.\n",
-            "Preparing to unpack .../zstd_1.4.8+dfsg-3build1_amd64.deb ...\n",
-            "Unpacking zstd (1.4.8+dfsg-3build1) ...\n",
-            "Setting up pci.ids (0.0~2022.01.22-1ubuntu0.1) ...\n",
-            "Setting up libpci3:amd64 (1:3.7.0-6) ...\n",
-            "Setting up zstd (1.4.8+dfsg-3build1) ...\n",
-            "Setting up pciutils (1:3.7.0-6) ...\n",
-            "Processing triggers for man-db (2.10.2-1) ...\n",
-            "Processing triggers for libc-bin (2.35-0ubuntu3.8) ...\n",
-            "/sbin/ldconfig.real: /usr/local/lib/libtbb.so.12 is not a symbolic link\n",
-            "\n",
-            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind_2_5.so.3 is not a symbolic link\n",
-            "\n",
-            "/sbin/ldconfig.real: /usr/local/lib/libtcm_debug.so.1 is not a symbolic link\n",
-            "\n",
-            "/sbin/ldconfig.real: /usr/local/lib/libumf.so.1 is not a symbolic link\n",
-            "\n",
-            "/sbin/ldconfig.real: /usr/local/lib/libur_loader.so.0 is not a symbolic link\n",
-            "\n",
-            "/sbin/ldconfig.real: /usr/local/lib/libtbbmalloc_proxy.so.2 is not a symbolic link\n",
-            "\n",
-            "/sbin/ldconfig.real: /usr/local/lib/libtbbmalloc.so.2 is not a symbolic link\n",
-            "\n",
-            "/sbin/ldconfig.real: /usr/local/lib/libur_adapter_level_zero_v2.so.0 is not a symbolic link\n",
-            "\n",
-            "/sbin/ldconfig.real: /usr/local/lib/libur_adapter_opencl.so.0 is not a symbolic link\n",
-            "\n",
-            "/sbin/ldconfig.real: /usr/local/lib/libhwloc.so.15 is not a symbolic link\n",
-            "\n",
-            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind_2_0.so.3 is not a symbolic link\n",
-            "\n",
-            "/sbin/ldconfig.real: /usr/local/lib/libur_adapter_level_zero.so.0 is not a symbolic link\n",
-            "\n",
-            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind.so.3 is not a symbolic link\n",
-            "\n",
-            "/sbin/ldconfig.real: /usr/local/lib/libtcm.so.1 is not a symbolic link\n",
-            "\n",
-            ">>> Cleaning up old version at /usr/local/lib/ollama\n",
-            ">>> Installing ollama to /usr/local\n",
-            ">>> Downloading ollama-linux-amd64.tar.zst\n",
-            "######################################################################## 100.0%\n",
-            ">>> Creating ollama user...\n",
-            ">>> Adding ollama user to video group...\n",
-            ">>> Adding current user to ollama group...\n",
-            ">>> Creating ollama systemd service...\n",
-            "\u001b[1m\u001b[31mWARNING:\u001b[m systemd is not running\n",
-            ">>> NVIDIA GPU installed.\n",
-            ">>> The Ollama API is now available at 127.0.0.1:11434.\n",
-            ">>> Install complete. Run \"ollama\" from the command line.\n",
-            "Warning: could not connect to a running Ollama instance\n",
-            "Warning: client version is 0.20.4\n"
-          ]
-        }
-      ],
+      "outputs": [],
       "source": [
         "!sudo apt-get update && sudo apt-get install -y zstd pciutils\n",
         "!curl -fsSL https://ollama.com/install.sh | sh\n",
@@ -169,7 +60,7 @@
         "id": "HhWxJRYFJdSh"
       },
       "id": "HhWxJRYFJdSh",
-      "execution_count": 22,
+      "execution_count": null,
       "outputs": []
     },
     {
@@ -186,23 +77,11 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 23,
+      "execution_count": null,
       "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "id": "FBfnFzjq9tQg",
-        "outputId": "5577e016-f5aa-4504-d946-9dcc57e1a5d9"
+        "id": "FBfnFzjq9tQg"
       },
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "cwd: /content/AIGoat\n"
-          ]
-        }
-      ],
+      "outputs": [],
       "source": [
         "import os, subprocess\n",
         "\n",
@@ -238,205 +117,11 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 24,
+      "execution_count": null,
       "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "collapsed": true,
-        "id": "t4P-MEN59tQg",
-        "outputId": "0ecfc78b-37f6-4f98-a457-27a9e32a00ba"
+        "id": "t4P-MEN59tQg"
       },
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "NAME    ID    SIZE    MODIFIED \n",
-            "Requirement already satisfied: fastapi>=0.109.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 4)) (0.135.2)\n",
-            "Requirement already satisfied: uvicorn>=0.27.0 in /usr/local/lib/python3.12/dist-packages (from uvicorn[standard]>=0.27.0->-r requirements.txt (line 5)) (0.42.0)\n",
-            "Requirement already satisfied: python-multipart>=0.0.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 6)) (0.0.22)\n",
-            "Requirement already satisfied: sqlalchemy>=2.0.25 in /usr/local/lib/python3.12/dist-packages (from sqlalchemy[asyncio]>=2.0.25->-r requirements.txt (line 9)) (2.0.48)\n",
-            "Requirement already satisfied: aiosqlite>=0.19.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 10)) (0.22.1)\n",
-            "Requirement already satisfied: greenlet>=3.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 11)) (3.3.2)\n",
-            "Requirement already satisfied: python-jose>=3.3.0 in /usr/local/lib/python3.12/dist-packages (from python-jose[cryptography]>=3.3.0->-r requirements.txt (line 14)) (3.5.0)\n",
-            "Requirement already satisfied: passlib>=1.7.4 in /usr/local/lib/python3.12/dist-packages (from passlib[bcrypt]>=1.7.4->-r requirements.txt (line 15)) (1.7.4)\n",
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-            "Requirement already satisfied: flatbuffers in /usr/local/lib/python3.12/dist-packages (from onnxruntime>=1.14.1->chromadb>=0.4.22->-r requirements.txt (line 27)) (25.12.19)\n",
-            "Requirement already satisfied: sympy in /usr/local/lib/python3.12/dist-packages (from onnxruntime>=1.14.1->chromadb>=0.4.22->-r requirements.txt (line 27)) (1.14.0)\n",
-            "Requirement already satisfied: importlib-metadata<8.8.0,>=6.0 in /usr/local/lib/python3.12/dist-packages (from opentelemetry-api>=1.2.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (8.7.1)\n",
-            "Requirement already satisfied: googleapis-common-protos~=1.57 in /usr/local/lib/python3.12/dist-packages (from opentelemetry-exporter-otlp-proto-grpc>=1.2.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (1.73.1)\n",
-            "Requirement already satisfied: opentelemetry-exporter-otlp-proto-common==1.41.0 in /usr/local/lib/python3.12/dist-packages (from opentelemetry-exporter-otlp-proto-grpc>=1.2.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (1.41.0)\n",
-            "Requirement already satisfied: opentelemetry-proto==1.41.0 in /usr/local/lib/python3.12/dist-packages (from opentelemetry-exporter-otlp-proto-grpc>=1.2.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (1.41.0)\n",
-            "Requirement already satisfied: opentelemetry-semantic-conventions==0.62b0 in /usr/local/lib/python3.12/dist-packages (from opentelemetry-sdk>=1.2.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (0.62b0)\n",
-            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.12/dist-packages (from pandas<3,>=1.4.0->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (2025.2)\n",
-            "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.12/dist-packages (from pandas<3,>=1.4.0->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (2025.3)\n",
-            "Requirement already satisfied: wcwidth in /usr/local/lib/python3.12/dist-packages (from prompt-toolkit>=3.0->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (0.6.0)\n",
-            "Requirement already satisfied: markdown-it-py>=2.2.0 in /usr/local/lib/python3.12/dist-packages (from rich>=10.11.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (4.0.0)\n",
-            "Requirement already satisfied: setuptools in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (75.2.0)\n",
-            "Requirement already satisfied: networkx>=2.5.1 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (3.6.1)\n",
-            "Requirement already satisfied: cuda-bindings==12.9.4 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (12.9.4)\n",
-            "Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.8.93 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (12.8.93)\n",
-            "Requirement already satisfied: nvidia-cuda-runtime-cu12==12.8.90 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (12.8.90)\n",
-            "Requirement already satisfied: nvidia-cuda-cupti-cu12==12.8.90 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (12.8.90)\n",
-            "Requirement already satisfied: nvidia-cudnn-cu12==9.10.2.21 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (9.10.2.21)\n",
-            "Requirement already satisfied: nvidia-cublas-cu12==12.8.4.1 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (12.8.4.1)\n",
-            "Requirement already satisfied: nvidia-cufft-cu12==11.3.3.83 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (11.3.3.83)\n",
-            "Requirement already satisfied: nvidia-curand-cu12==10.3.9.90 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (10.3.9.90)\n",
-            "Requirement already satisfied: nvidia-cusolver-cu12==11.7.3.90 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (11.7.3.90)\n",
-            "Requirement already satisfied: nvidia-cusparse-cu12==12.5.8.93 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (12.5.8.93)\n",
-            "Requirement already satisfied: nvidia-cusparselt-cu12==0.7.1 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (0.7.1)\n",
-            "Requirement already satisfied: nvidia-nccl-cu12==2.27.5 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (2.27.5)\n",
-            "Requirement already satisfied: nvidia-nvshmem-cu12==3.4.5 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (3.4.5)\n",
-            "Requirement already satisfied: nvidia-nvtx-cu12==12.8.90 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (12.8.90)\n",
-            "Requirement already satisfied: nvidia-nvjitlink-cu12==12.8.93 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (12.8.93)\n",
-            "Requirement already satisfied: nvidia-cufile-cu12==1.13.1.3 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (1.13.1.3)\n",
-            "Requirement already satisfied: triton==3.6.0 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (3.6.0)\n",
-            "Requirement already satisfied: cuda-pathfinder~=1.1 in /usr/local/lib/python3.12/dist-packages (from cuda-bindings==12.9.4->torch>=1.11.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (1.5.0)\n",
-            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.12/dist-packages (from transformers<6.0.0,>=4.41.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (2025.11.3)\n",
-            "Requirement already satisfied: typer-slim in /usr/local/lib/python3.12/dist-packages (from transformers<6.0.0,>=4.41.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (0.24.0)\n",
-            "Requirement already satisfied: safetensors>=0.4.3 in /usr/local/lib/python3.12/dist-packages (from transformers<6.0.0,>=4.41.0->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (0.7.0)\n",
-            "Requirement already satisfied: shellingham>=1.3.0 in /usr/local/lib/python3.12/dist-packages (from typer>=0.9.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (1.5.4)\n",
-            "Requirement already satisfied: distlib<1,>=0.3.7 in /usr/local/lib/python3.12/dist-packages (from virtualenv>=20.10.0->pre-commit>=3.7.0->-r requirements.txt (line 37)) (0.4.0)\n",
-            "Requirement already satisfied: platformdirs<5,>=3.9.1 in /usr/local/lib/python3.12/dist-packages (from virtualenv>=20.10.0->pre-commit>=3.7.0->-r requirements.txt (line 37)) (4.9.4)\n",
-            "Requirement already satisfied: python-discovery>=1 in /usr/local/lib/python3.12/dist-packages (from virtualenv>=20.10.0->pre-commit>=3.7.0->-r requirements.txt (line 37)) (1.2.2)\n",
-            "Requirement already satisfied: joblib>=1.2.0 in /usr/local/lib/python3.12/dist-packages (from scikit-learn->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (1.5.3)\n",
-            "Requirement already satisfied: threadpoolctl>=3.1.0 in /usr/local/lib/python3.12/dist-packages (from scikit-learn->sentence-transformers>=2.3.0->-r requirements.txt (line 26)) (3.6.0)\n",
-            "Requirement already satisfied: pycparser in /usr/local/lib/python3.12/dist-packages (from cffi>=1.12->cryptography>=3.4.0->python-jose[cryptography]>=3.3.0->-r requirements.txt (line 14)) (3.0)\n",
-            "Requirement already satisfied: marshmallow<4.0.0,>=3.18.0 in /usr/local/lib/python3.12/dist-packages (from dataclasses-json<0.7.0,>=0.6.7->langchain-community<2.0.0,>=0.2.5->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (3.26.2)\n",
-            "Requirement already satisfied: typing-inspect<1,>=0.4.0 in /usr/local/lib/python3.12/dist-packages (from dataclasses-json<0.7.0,>=0.6.7->langchain-community<2.0.0,>=0.2.5->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (0.9.0)\n",
-            "Requirement already satisfied: zipp>=3.20 in /usr/local/lib/python3.12/dist-packages (from importlib-metadata<8.8.0,>=6.0->opentelemetry-api>=1.2.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (3.23.0)\n",
-            "Requirement already satisfied: jsonpointer>=1.9 in /usr/local/lib/python3.12/dist-packages (from jsonpatch<2.0.0,>=1.33.0->langchain-core<2.0.0,>=0.2.14->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (3.1.1)\n",
-            "Requirement already satisfied: langchain-text-splitters<2.0.0,>=1.1.1 in /usr/local/lib/python3.12/dist-packages (from langchain-classic<2.0.0,>=1.0.0->langchain-community<2.0.0,>=0.2.5->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (1.1.1)\n",
-            "Requirement already satisfied: langgraph-checkpoint<5.0.0,>=2.1.0 in /usr/local/lib/python3.12/dist-packages (from langgraph<1.2.0,>=1.1.1->langchain<2.0.0,>=0.2.14->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (4.0.1)\n",
-            "Requirement already satisfied: langgraph-prebuilt<1.1.0,>=1.0.8 in /usr/local/lib/python3.12/dist-packages (from langgraph<1.2.0,>=1.1.1->langchain<2.0.0,>=0.2.14->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (1.0.8)\n",
-            "Requirement already satisfied: langgraph-sdk<0.4.0,>=0.3.0 in /usr/local/lib/python3.12/dist-packages (from langgraph<1.2.0,>=1.1.1->langchain<2.0.0,>=0.2.14->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (0.3.12)\n",
-            "Requirement already satisfied: xxhash>=3.5.0 in /usr/local/lib/python3.12/dist-packages (from langgraph<1.2.0,>=1.1.1->langchain<2.0.0,>=0.2.14->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (3.6.0)\n",
-            "Requirement already satisfied: requests-toolbelt>=1.0.0 in /usr/local/lib/python3.12/dist-packages (from langsmith<1.0.0,>=0.1.125->langchain-community<2.0.0,>=0.2.5->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (1.0.0)\n",
-            "Requirement already satisfied: zstandard>=0.23.0 in /usr/local/lib/python3.12/dist-packages (from langsmith<1.0.0,>=0.1.125->langchain-community<2.0.0,>=0.2.5->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (0.25.0)\n",
-            "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.12/dist-packages (from markdown-it-py>=2.2.0->rich>=10.11.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (0.1.2)\n",
-            "Requirement already satisfied: charset_normalizer<4,>=2 in /usr/local/lib/python3.12/dist-packages (from requests<3.0,>=2.31->fastembed>=0.2.2->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (3.4.6)\n",
-            "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.12/dist-packages (from sympy->onnxruntime>=1.14.1->chromadb>=0.4.22->-r requirements.txt (line 27)) (1.3.0)\n",
-            "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.12/dist-packages (from requests-oauthlib->kubernetes>=28.1.0->chromadb>=0.4.22->-r requirements.txt (line 27)) (3.3.1)\n",
-            "Requirement already satisfied: ormsgpack>=1.12.0 in /usr/local/lib/python3.12/dist-packages (from langgraph-checkpoint<5.0.0,>=2.1.0->langgraph<1.2.0,>=1.1.1->langchain<2.0.0,>=0.2.14->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (1.12.2)\n",
-            "Requirement already satisfied: mypy-extensions>=0.3.0 in /usr/local/lib/python3.12/dist-packages (from typing-inspect<1,>=0.4.0->dataclasses-json<0.7.0,>=0.6.7->langchain-community<2.0.0,>=0.2.5->nemoguardrails>=0.10.0->-r requirements.txt (line 30)) (1.1.0)\n"
-          ]
-        }
-      ],
+      "outputs": [],
       "source": [
         "!ollama list\n",
         "!pip install -r requirements.txt"
@@ -457,23 +142,11 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 25,
+      "execution_count": null,
       "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "id": "43F6zyxK9tQh",
-        "outputId": "155386a4-3d7d-4549-e2f4-f8242e356995"
+        "id": "43F6zyxK9tQh"
       },
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "api.js is already patched.\n"
-          ]
-        }
-      ],
+      "outputs": [],
       "source": [
         "from pathlib import Path\n",
         "\n",
@@ -514,7 +187,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 26,
+      "execution_count": null,
       "metadata": {
         "id": "8TKDrMPr9tQh"
       },
@@ -540,23 +213,11 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 27,
+      "execution_count": null,
       "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "id": "5lb9OE7S9tQi",
-        "outputId": "b78adf5b-f52e-4851-acc1-4956eb183e7f"
+        "id": "5lb9OE7S9tQi"
       },
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "Ollama is up on :11434\n"
-          ]
-        }
-      ],
+      "outputs": [],
       "source": [
         "import subprocess, time\n",
         "import urllib.request, urllib.error\n",
@@ -596,25 +257,11 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 28,
+      "execution_count": null,
       "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "id": "8G1u2rWI9tQi",
-        "outputId": "3f9f3551-4a60-44c7-de82-1beeb9f41fe8"
+        "id": "8G1u2rWI9tQi"
       },
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            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l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[1G\u001b[?25h\u001b[?2026l\n",
-            "NAME              ID              SIZE      MODIFIED               \n",
-            "mistral:latest    6577803aa9a0    4.4 GB    Less than a second ago    \n"
-          ]
-        }
-      ],
+      "outputs": [],
       "source": [
         "!ollama pull mistral\n",
         "!ollama list"
@@ -633,23 +280,11 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 29,
+      "execution_count": null,
       "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "id": "fWLHF6q99tQi",
-        "outputId": "3fe9302d-a238-41c5-df93-1422d1925bea"
+        "id": "fWLHF6q99tQi"
       },
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "DB initialized\n"
-          ]
-        }
-      ],
+      "outputs": [],
       "source": [
         "import nest_asyncio\n",
         "nest_asyncio.apply()\n",
@@ -676,23 +311,11 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 30,
+      "execution_count": null,
       "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "id": "188fdOin9tQi",
-        "outputId": "79802f80-83a1-485d-f072-ad8624670d64"
+        "id": "188fdOin9tQi"
       },
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "Demo data seeded\n"
-          ]
-        }
-      ],
+      "outputs": [],
       "source": [
         "import asyncio, subprocess\n",
         "from sqlalchemy import select, func\n",
@@ -726,23 +349,11 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 31,
+      "execution_count": null,
       "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "id": "4tUAeK-F9tQj",
-        "outputId": "d8f88f25-2441-4736-f14b-8451d076f6d9"
+        "id": "4tUAeK-F9tQj"
       },
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "Backend is up on :8000\n"
-          ]
-        }
-      ],
+      "outputs": [],
       "source": [
         "import subprocess, time\n",
         "import urllib.request, urllib.error\n",
@@ -790,23 +401,11 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 32,
+      "execution_count": null,
       "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "id": "nOkpUJ8t9tQj",
-        "outputId": "97355172-f260-45b4-b9b4-2da6181cee1b"
+        "id": "nOkpUJ8t9tQj"
       },
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "Frontend is up on :3000\n"
-          ]
-        }
-      ],
+      "outputs": [],
       "source": [
         "import os, subprocess, time\n",
         "import urllib.request, urllib.error\n",
@@ -859,66 +458,11 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 34,
+      "execution_count": null,
       "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 270
-        },
-        "id": "2XCVLXPl9tQj",
-        "outputId": "2575744c-5874-498d-d08c-1b6f34679540"
+        "id": "2XCVLXPl9tQj"
       },
-      "outputs": [
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "\u001b[31mWarning: This function may stop working due to changes in browser security.\n",
-            "Try `serve_kernel_port_as_iframe` instead. \u001b[0m\n"
-          ]
-        },
-        {
-          "output_type": "display_data",
-          "data": {
-            "text/plain": [
-              "<IPython.core.display.Javascript object>"
-            ],
-            "application/javascript": [
-              "(async (port, path, text, element) => {\n",
-              "    if (!google.colab.kernel.accessAllowed) {\n",
-              "      return;\n",
-              "    }\n",
-              "    element.appendChild(document.createTextNode(''));\n",
-              "    const url = await google.colab.kernel.proxyPort(port);\n",
-              "    const anchor = document.createElement('a');\n",
-              "    anchor.href = new URL(path, url).toString();\n",
-              "    anchor.target = '_blank';\n",
-              "    anchor.setAttribute('data-href', url + path);\n",
-              "    anchor.textContent = text;\n",
-              "    element.appendChild(anchor);\n",
-              "  })(3000, \"/\", \"https://localhost:3000/\", window.element)"
-            ]
-          },
-          "metadata": {}
-        },
-        {
-          "output_type": "stream",
-          "name": "stdout",
-          "text": [
-            "\n",
-            "==========================================\n",
-            "       AI Goat is running!                \n",
-            "==========================================\n",
-            "\n",
-            "  Click the link above to open the app.\n",
-            "  API docs: append /docs to that URL\n",
-            "\n",
-            "  Demo login:  alice / password123\n",
-            "  Admin login: admin / admin123\n",
-            "\n"
-          ]
-        }
-      ],
+      "outputs": [],
       "source": [
         "from google.colab import output\n",
         "\n",

From 22be59afcef03da70d76e85af9b50c543f3bdd34 Mon Sep 17 00:00:00 2001
From: Satish <satishkumarpatnayak@live.com>
Date: Fri, 10 Apr 2026 21:40:59 +0530
Subject: [PATCH 6/6] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index fc78e18..9613025 100644
--- a/README.md
+++ b/README.md
@@ -106,7 +106,7 @@ cd AIGoat
 The script handles everything: checks Ollama, downloads the Mistral model if missing, initializes the database, and starts both backend and frontend.
 
 ### Google Colab
-Follow the instructions provided at  https://github.com/satishpatnayak/AIGoat/blob/main/colab_notebooks/AIGoat_Colab.md
+Follow the instructions provided at https://github.com/AISecurityConsortium/AIGoat/blob/main/colab_notebooks/AIGoat_Colab.md
 
 Once you see "AI Goat is running!", open your browser: