{"id":28469503,"url":"https://github.com/qompassai/fedora","last_synced_at":"2026-05-17T04:04:23.272Z","repository":{"id":294927506,"uuid":"988508222","full_name":"qompassai/fedora","owner":"qompassai","description":"Qompass AI On 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/qompassai/fedora/README.md --\u003e\n\u003c!-- ---------------------------- --\u003e\n\u003c!-- Copyright (C) 2025 Qompass AI, All rights reserved --\u003e\n\n\u003ch2\u003e Fedora Linux: For the Enterprise \u003c/h2\u003e\n\n\u003ch3\u003e Qompass AI on Fedora \u003c/h3\u003e\n\n![Repository Views](https://komarev.com/ghpvc/?username=qompassai-fedora)\n![GitHub all releases](https://img.shields.io/github/downloads/qompassai/fedora/total?style=flat-square)\n\n  \u003ca href=\"https://getfedora.org/\"\u003e\n  \u003cimg src=\"https://img.shields.io/badge/Fedora-294172?style=for-the-badge\u0026logo=fedora\u0026logoColor=white\" alt=\"Fedora\"\u003e\n\u003c/a\u003e\n\u003cbr\u003e\n\u003ca href=\"https://docs.fedoraproject.org/\"\u003e\n  \u003cimg src=\"https://img.shields.io/badge/Fedora_Documentation-blue?style=flat-square\" alt=\"Fedora Documentation\"\u003e\n\u003c/a\u003e\n\u003ca href=\"https://github.com/topics/fedora\"\u003e\n  \u003cimg src=\"https://img.shields.io/badge/Fedora_Tutorials-green?style=flat-square\" alt=\"Fedora Tutorials\"\u003e\n\u003c/a\u003e\n\u003cbr\u003e\n  \u003ca href=\"https://www.gnu.org/licenses/agpl-3.0\"\u003e\u003cimg src=\"https://img.shields.io/badge/License-AGPL%20v3-blue.svg\" alt=\"License: AGPL v3\"\u003e\u003c/a\u003e\n  \u003ca href=\"./LICENSE-QCDA\"\u003e\u003cimg src=\"https://img.shields.io/badge/license-Q--CDA-lightgrey.svg\" alt=\"License: Q-CDA\"\u003e\u003c/a\u003e\n\u003c/p\u003e\n\n\n\u003cdetails\u003e\n  \u003csummary style=\"font-size: 1.4em; font-weight: bold; padding: 15px; background: #667eea; color: white; border-radius: 10px; cursor: pointer; margin: 10px 0;\"\u003e\n    \u003cstrong\u003e▶️ Qompass AI Quick Start\u003c/strong\u003e\n  \u003c/summary\u003e\n  \u003cdiv style=\"background: #f8f9fa; padding: 15px; border-radius: 5px; margin-top: 10px; font-family: monospace;\"\u003e\n\n```bash  \nbash \u003c(curl -L https://raw.githubusercontent.com/qompassai/fedora/main/scripts/quickstart.sh)\n```\n  \u003c/div\u003e\n  \u003cblockquote style=\"font-size: 1.2em; line-height: 1.8; padding: 25px; background: #f8f9fa; border-left: 6px solid #667eea; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 8px rgba(0,0,0,0.1);\"\u003e\n    \u003cdetails\u003e\n      \u003csummary style=\"font-size: 1em; font-weight: bold; padding: 10px; background: #e9ecef; color: #333; border-radius: 5px; cursor: pointer; margin: 10px 0;\"\u003e\n        \u003cstrong\u003e📄 We advise you read the script BEFORE running it 😉\u003c/strong\u003e\n      \u003c/summary\u003e\n      \u003cpre style=\"background: #fff; padding: 15px; border-radius: 5px; border: 1px solid #ddd; overflow-x: auto;\"\u003e\n#!/usr/bin/env bash\n# /qompassai/fedora/scripts/quickstart.sh\n# Qompass AI Fedora Quickstart\n# Copyright (C) 2025 Qompass AI, All rights reserved\n####################################################\n\nset -euo pipefail\nFALLBACK_ISO_URL=\"https://download.fedoraproject.org/pub/fedora/linux/releases/40/Workstation/x86_64/iso/Fedora-Workstation-Live-x86_64-40-1.2.iso\"\ndetect_os() {\n\tunameOut=\"$(uname -s)\"\n\tcase \"${unameOut}\" in\n\tLinux*) OS=\"linux\" ;;\n\tDarwin*) OS=\"macos\" ;;\n\tCYGWIN* | MINGW* | MSYS*) OS=\"windows\" ;;\n\t*) OS=\"unknown\" ;;\n\tesac\n\techo \"==\u003e Detected OS: $OS\"\n}\ndownload_iso() {\n\techo \"==\u003e Downloading Fedora ISO...\"\n\tmkdir -p \"$HOME/Downloads\"\n\tISO_PATH=\"$HOME/Downloads/fedora.iso\"\n\tif command -v curl \u003e/dev/null 2\u003e\u00261; then\n\t\tcurl -L \"$FALLBACK_ISO_URL\" -o \"$ISO_PATH\"\n\telif command -v wget \u003e/dev/null 2\u003e\u00261; then\n\t\twget \"$FALLBACK_ISO_URL\" -O \"$ISO_PATH\"\n\telse\n\t\techo \"No curl or wget installed. Download the ISO manually from:\"\n\t\techo \"$FALLBACK_ISO_URL\"\n\t\texit 1\n\tfi\n\techo \"Downloaded Fedora ISO to $ISO_PATH\"\n}\ncreate_bootable_usb() {\n\techo \"==\u003e Creating bootable Fedora USB...\"\n\tcase \"$OS\" in\n\tmacos)\n\t\techo \"Install Fedora Media Writer from: https://getfedora.org/\"\n\t\techo \"Or use Balena Etcher (https://balena.io/etcher) or command line:\"\n\t\techo \"  sudo dd if=$ISO_PATH of=/dev/rdiskN bs=4m status=progress\"\n\t\techo \"Replace /dev/rdiskN with your USB device (run diskutil list).\"\n\t\t;;\n\tlinux)\n\t\tif command -v fedora-media-writer \u003e/dev/null 2\u003e\u00261; then\n\t\t\tfedora-media-writer --iso \"$ISO_PATH\"\n\t\telse\n\t\t\techo \"Install Fedora Media Writer (flatpak install flathub org.fedoraproject.MediaWriter) or use dd:\"\n\t\t\techo \"  sudo dd if=$ISO_PATH of=/dev/sdX bs=4M status=progress oflag=sync\"\n\t\t\techo \"Replace /dev/sdX with your USB device (check with lsblk or fdisk -l).\"\n\t\tfi\n\t\t;;\n\twindows)\n\t\techo \"Download Fedora Media Writer from: https://getfedora.org/\"\n\t\techo \"Or use Rufus (https://rufus.ie/) to write the ISO to a USB drive.\"\n\t\t;;\n\t*)\n\t\techo \"Unknown or unsupported OS. Create install media manually.\"\n\t\texit 1\n\t\t;;\n\tesac\n}\nshow_dualboot_instructions() {\n\techo\n\techo \"==\u003e Dual-Boot Partition Instructions\"\n\tcase \"$OS\" in\n\twindows)\n\t\techo \"1. In Windows, open Disk Management and shrink your main Windows partition to make free space for Fedora.[5]\"\n\t\techo \"2. Reboot and boot from your Fedora USB.\"\n\t\techo \"3. In Fedora installer, select the free space for Fedora and let it auto-create partitions.\"\n\t\techo \"4. Fedora installer will add GRUB which lets you boot both Fedora and Windows.\"\n\t\t;;\n\tmacos)\n\t\techo \"1. Open Disk Utility and resize your Mac partition to create free space.\"\n\t\techo \"2. Leave the new partition as 'Untitled', format as Mac OS Extended or FAT.\"\n\t\techo \"3. Boot Mac holding Option key; select Fedora USB to start the installer.\"\n\t\techo \"4. In installer, select 'Install alongside MacOS' (use the unallocated space).\"\n\t\techo \"5. After install, set startup disk from macOS or use Option key at boot to pick OS.\"\n\t\techo \"Tip: For Apple Silicon Macs, follow Fedora Asahi Remix instructions.\"\n\t\t;;\n\tlinux)\n\t\techo \"You already have Linux. Shrink any partition as needed, then use unallocated space for Fedora.\"\n\t\techo \"Back up your data before repartitioning.\"\n\t\t;;\n\tesac\n\techo\n\techo \"!! Always back up important data before repartitioning disks and installing OSes !!\"\n}\nmain() {\n\tdetect_os\n\tdownload_iso\n\tcreate_bootable_usb\n\tshow_dualboot_instructions\n\techo \"==\u003e Boot from the Fedora USB and follow the on-screen installer instructions to install Fedora alongside your existing OS.\"\n}\nmain \"$@\" \n\u003c/pre\u003e\n    \u003c/details\u003e\n    \u003cp\u003eOr, \u003ca href=\"https://github.com/qompassai/dotfiles/blob/main/scripts/quickstart.sh\" target=\"_blank\"\u003eView the quickstart script\u003c/a\u003e.\u003c/p\u003e\n  \u003c/blockquote\u003e\n\u003c/details\u003e\n\n\u003c/blockquote\u003e\n\u003c/details\u003e\n\n\u003cdetails\u003e\n\u003csummary style=\"font-size: 1.4em; font-weight: bold; padding: 15px; background: #667eea; color: white; border-radius: 10px; cursor: pointer; margin: 10px 0;\"\u003e\u003cstrong\u003e🧭 About Qompass AI\u003c/strong\u003e\u003c/summary\u003e\n\u003cblockquote style=\"font-size: 1.2em; line-height: 1.8; padding: 25px; background: #f8f9fa; border-left: 6px solid #667eea; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 8px rgba(0,0,0,0.1);\"\u003e\n\n\u003cdiv align=\"center\"\u003e\n  \u003cp\u003eMatthew A. Porter\u003cbr\u003e\n  Former Intelligence Officer\u003cbr\u003e\n  Educator \u0026 Learner\u003cbr\u003e\n  DeepTech Founder \u0026 CEO\u003c/p\u003e\n\u003c/div\u003e\n\n\u003ch3\u003ePublications\u003c/h3\u003e\n  \u003cp\u003e\n    \u003ca href=\"https://orcid.org/0000-0002-0302-4812\"\u003e\n      \u003cimg src=\"https://img.shields.io/badge/ORCID-0000--0002--0302--4812-green?style=flat-square\u0026logo=orcid\" alt=\"ORCID\"\u003e\n    \u003c/a\u003e\n    \u003ca href=\"https://www.researchgate.net/profile/Matt-Porter-7\"\u003e\n      \u003cimg src=\"https://img.shields.io/badge/ResearchGate-Open--Research-blue?style=flat-square\u0026logo=researchgate\" alt=\"ResearchGate\"\u003e\n    \u003c/a\u003e\n    \u003ca href=\"https://zenodo.org/communities/qompassai\"\u003e\n      \u003cimg src=\"https://img.shields.io/badge/Zenodo-Publications-blue?style=flat-square\u0026logo=zenodo\" alt=\"Zenodo\"\u003e\n    \u003c/a\u003e\n  \u003c/p\u003e\n\n\u003ch3\u003eDeveloper Programs\u003c/h3\u003e\n\n[![NVIDIA Developer](https://img.shields.io/badge/NVIDIA-Developer_Program-76B900?style=for-the-badge\\\u0026logo=nvidia\\\u0026logoColor=white)](https://developer.nvidia.com/)\n[![Meta Developer](https://img.shields.io/badge/Meta-Developer_Program-0668E1?style=for-the-badge\\\u0026logo=meta\\\u0026logoColor=white)](https://developers.facebook.com/)\n[![HackerOne](https://img.shields.io/badge/-HackerOne-%23494649?style=for-the-badge\\\u0026logo=hackerone\\\u0026logoColor=white)](https://hackerone.com/phaedrusflow)\n[![HuggingFace](https://img.shields.io/badge/HuggingFace-qompass-yellow?style=flat-square\\\u0026logo=huggingface)](https://huggingface.co/qompass)\n[![Epic Games Developer](https://img.shields.io/badge/Epic_Games-Developer_Program-313131?style=for-the-badge\\\u0026logo=epic-games\\\u0026logoColor=white)](https://dev.epicgames.com/)\n\n\u003ch3\u003eProfessional Profiles\u003c/h3\u003e\n  \u003cp\u003e\n    \u003ca href=\"https://www.linkedin.com/in/matt-a-porter-103535224/\"\u003e\n      \u003cimg src=\"https://img.shields.io/badge/LinkedIn-Matt--Porter-blue?style=flat-square\u0026logo=linkedin\" alt=\"Personal LinkedIn\"\u003e\n    \u003c/a\u003e\n    \u003ca href=\"https://www.linkedin.com/company/95058568/\"\u003e\n      \u003cimg src=\"https://img.shields.io/badge/LinkedIn-Qompass--AI-blue?style=flat-square\u0026logo=linkedin\" alt=\"Startup LinkedIn\"\u003e\n    \u003c/a\u003e\n  \u003c/p\u003e\n\n\u003ch3\u003eSocial Media\u003c/h3\u003e\n  \u003cp\u003e\n    \u003ca href=\"https://twitter.com/PhaedrusFlow\"\u003e\n      \u003cimg src=\"https://img.shields.io/badge/Twitter-@PhaedrusFlow-blue?style=flat-square\u0026logo=twitter\" alt=\"X/Twitter\"\u003e\n    \u003c/a\u003e\n    \u003ca href=\"https://www.instagram.com/phaedrusflow\"\u003e\n      \u003cimg src=\"https://img.shields.io/badge/Instagram-phaedrusflow-purple?style=flat-square\u0026logo=instagram\" alt=\"Instagram\"\u003e\n    \u003c/a\u003e\n    \u003ca href=\"https://www.youtube.com/@qompassai\"\u003e\n      \u003cimg src=\"https://img.shields.io/badge/YouTube-QompassAI-red?style=flat-square\u0026logo=youtube\" alt=\"Qompass AI YouTube\"\u003e\n    \u003c/a\u003e\n  \u003c/p\u003e\n\n\u003c/blockquote\u003e\n\u003c/details\u003e\n\n\u003cdetails\u003e\n\u003csummary style=\"font-size: 1.4em; font-weight: bold; padding: 15px; background: #ff6b6b; color: white; border-radius: 10px; cursor: pointer; margin: 10px 0;\"\u003e\u003cstrong\u003e🔥 How Do I Support\u003c/strong\u003e\u003c/summary\u003e\n\u003cblockquote style=\"font-size: 1.2em; line-height: 1.8; padding: 25px; background: #fff5f5; border-left: 6px solid #ff6b6b; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 8px rgba(0,0,0,0.1);\"\u003e\n\n\u003cdiv align=\"center\"\u003e\n\n\u003ctable\u003e\n\u003ctr\u003e\n\u003cth align=\"center\"\u003e🏛️ Qompass AI Pre-Seed Funding 2023-2025\u003c/th\u003e\n\u003cth align=\"center\"\u003e🏆 Amount\u003c/th\u003e\n\u003cth align=\"center\"\u003e📅 Date\u003c/th\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ca href=\"https://github.com/qompassai/r4r\" title=\"RJOS/Zimmer Biomet Research Grant Repository\"\u003eRJOS/Zimmer Biomet Research Grant\u003c/a\u003e\u003c/td\u003e\n\u003ctd align=\"center\"\u003e$30,000\u003c/td\u003e\n\u003ctd align=\"center\"\u003eMarch 2024\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ca href=\"https://github.com/qompassai/PathFinders\" title=\"GitHub Repository\"\u003ePathfinders Intern Program\u003c/a\u003e\u003cbr\u003e\n\u003csmall\u003e\u003ca href=\"https://www.linkedin.com/posts/evergreenbio_bioscience-internships-workforcedevelopment-activity-7253166461416812544-uWUM/\" target=\"_blank\"\u003eView on LinkedIn\u003c/a\u003e\u003c/small\u003e\u003c/td\u003e\n\u003ctd align=\"center\"\u003e$2,000\u003c/td\u003e\n\u003ctd align=\"center\"\u003eOctober 2024\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/table\u003e\n\n\u003cbr\u003e\n\u003ch4\u003e🤝 How To Support Our Mission\u003c/h4\u003e\n\n[![GitHub Sponsors](https://img.shields.io/badge/GitHub-Sponsor-EA4AAA?style=for-the-badge\\\u0026logo=github-sponsors\\\u0026logoColor=white)](https://github.com/sponsors/phaedrusflow)\n[![Patreon](https://img.shields.io/badge/Patreon-Support-F96854?style=for-the-badge\\\u0026logo=patreon\\\u0026logoColor=white)](https://patreon.com/qompassai)\n[![Liberapay](https://img.shields.io/badge/Liberapay-Donate-F6C915?style=for-the-badge\\\u0026logo=liberapay\\\u0026logoColor=black)](https://liberapay.com/qompassai)\n[![Open Collective](https://img.shields.io/badge/Open%20Collective-Support-7FADF2?style=for-the-badge\\\u0026logo=opencollective\\\u0026logoColor=white)](https://opencollective.com/qompassai)\n[![Buy Me A Coffee](https://img.shields.io/badge/Buy%20Me%20A%20Coffee-Support-FFDD00?style=for-the-badge\\\u0026logo=buy-me-a-coffee\\\u0026logoColor=black)](https://www.buymeacoffee.com/phaedrusflow)\n\n\u003cdetails markdown=\"1\"\u003e\n\u003csummary\u003e\u003cstrong\u003e🔐 Cryptocurrency Donations\u003c/strong\u003e\u003c/summary\u003e\n\n**Monero (XMR):**\n\n\u003cdiv align=\"center\"\u003e\n  \u003cimg src=\"./assets/monero-qr.png\" alt=\"Monero QR Code\" width=\"180\"\u003e\n\u003c/div\u003e\n\n\u003cdiv style=\"margin: 10px 0;\"\u003e\n    \u003ccode\u003e42HGspSFJQ4MjM5ZusAiKZj9JZWhfNgVraKb1eGCsHoC6QJqpo2ERCBZDhhKfByVjECernQ6KeZwFcnq8hVwTTnD8v4PzyH\u003c/code\u003e\n  \u003c/div\u003e\n\n\u003cbutton onclick=\"navigator.clipboard.writeText('42HGspSFJQ4MjM5ZusAiKZj9JZWhfNgVraKb1eGCsHoC6QJqpo2ERCBZDhhKfByVjECernQ6KeZwFcnq8hVwTTnD8v4PzyH')\" style=\"padding: 6px 12px; background: #FF6600; color: white; border: none; border-radius: 4px; cursor: pointer;\"\u003e\n    📋 Copy Address\n  \u003c/button\u003e\n\u003cp\u003e\u003ci\u003eFunding helps us continue our research at the intersection of AI, healthcare, and education\u003c/i\u003e\u003c/p\u003e\n\n\u003c/blockquote\u003e\n\u003c/details\u003e\n\u003c/details\u003e\n\n\u003cdetails id=\"FAQ\"\u003e\n  \u003csummary\u003e\u003cstrong\u003eFrequently Asked Questions\u003c/strong\u003e\u003c/summary\u003e\n\n### Q: How do you mitigate against bias?\n\n**TLDR - we do math to make AI ethically useful**\n\n### A: We delineate between mathematical bias (MB) - a fundamental parameter in neural network equations - and algorithmic/social bias (ASB). While MB is optimized during model training through backpropagation, ASB requires careful consideration of data sources, model architecture, and deployment strategies. We implement attention mechanisms for improved input processing and use legal open-source data and secure web-search APIs to help mitigate ASB.\n\n[AAMC AI Guidelines | One way to align AI against ASB](https://www.aamc.org/about-us/mission-areas/medical-education/principles-ai-use)\n\n### AI Math at a glance\n\n## Forward Propagation Algorithm\n\n$$\ny = w_1x_1 + w_2x_2 + ... + w_nx_n + b\n$$\n\nWhere:\n\n- $y$ represents the model output\n- $(x_1, x_2, ..., x_n)$ are input features\n- $(w_1, w_2, ..., w_n)$ are feature weights\n- $b$ is the bias term\n\n### Neural Network Activation\n\nFor neural networks, the bias term is incorporated before activation:\n\n$$\nz = \\\\sum\\_{i=1}^{n} w_ix_i + b\n$$\n$$\na = \\\\sigma(z)\n$$\n\nWhere:\n\n- $z$ is the weighted sum plus bias\n- $a$ is the activation output\n- $\\\\sigma$ is the activation function\n\n### Attention Mechanism- aka what makes the Transformer (The \"T\" in ChatGPT) powerful\n\n- [Attention High level overview video](https://www.youtube.com/watch?v=fjJOgb-E41w)\n\n- [Attention Is All You Need Arxiv Paper](https://arxiv.org/abs/1706.03762)\n\nThe Attention mechanism equation is:\n\n$$\n\\\\text{Attention}(Q, K, V) = \\\\text{softmax}\\\\left( \\\\frac{QK^T}{\\\\sqrt{d_k}} \\\\right) V\n$$\n\nWhere:\n\n- $Q$ represents the Query matrix\n- $K$ represents the Key matrix\n- $V$ represents the Value matrix\n- $d_k$ is the dimension of the key vectors\n- $\\\\text{softmax}(\\\\cdot)$ normalizes scores to sum to 1\n\n### Q: Do I have to buy a Linux computer to use this? I don't have time for that!\n\n### A: No. You can run Linux and/or the tools we share alongside your existing operating system:\n\n- Windows users can use Windows Subsystem for Linux [WSL](https://learn.microsoft.com/en-us/windows/wsl/install)\n- Mac users can use [Homebrew](https://brew.sh/)\n- The code-base instructions were developed with both beginners and advanced users in mind.\n\n### Q: Do you have to get a masters in AI?\n\n### A: Not if you don't want to. To get competent enough to get past ChatGPT dependence at least, you just need a computer and a beginning's mindset. Huggingface is a good place to start.\n\n- [Huggingface](https://docs.google.com/presentation/d/1IkzESdOwdmwvPxIELYJi8--K3EZ98_cL6c5ZcLKSyVg/edit#slide=id.p)\n\n### Q: What makes a \"small\" AI model?\n\n### A: AI models ~=10 billion(10B) parameters and below. For comparison, OpenAI's GPT4o contains approximately 200B parameters.\n\n\u003c/details\u003e\n\n\u003cdetails id=\"Dual-License Notice\"\u003e\n  \u003csummary\u003e\u003cstrong\u003eWhat a Dual-License Means\u003c/strong\u003e\u003c/summary\u003e\n\n### Protection for Vulnerable Populations\n\nThe dual licensing aims to address the cybersecurity gap that disproportionately affects underserved populations. As highlighted by recent attacks\u003csup\u003e\u003ca href=\"#ref1\"\u003e[1]\u003c/a\u003e\u003c/sup\u003e, low-income residents, seniors, and foreign language speakers face higher-than-average risks of being victims of cyberattacks. By offering both open-source and commercial licensing options, we encourage the development of cybersecurity solutions that can reach these vulnerable groups while also enabling sustainable development and support.\n\n### Preventing Malicious Use\n\nThe AGPL-3.0 license ensures that any modifications to the software remain open source, preventing bad actors from creating closed-source variants that could be used for exploitation. This is especially crucial given the rising threats to vulnerable communities, including children in educational settings. The attack on Minneapolis Public Schools, which resulted in the leak of 300,000 files and a $1 million ransom demand, highlights the importance of transparency and security\u003csup\u003e\u003ca href=\"#ref8\"\u003e[8]\u003c/a\u003e\u003c/sup\u003e.\n\n### Addressing Cybersecurity in Critical Sectors\n\nThe commercial license option allows for tailored solutions in critical sectors such as healthcare, which has seen significant impacts from cyberattacks. For example, the recent Change Healthcare attack\u003csup\u003e\u003ca href=\"#ref4\"\u003e[4]\u003c/a\u003e\u003c/sup\u003e affected millions of Americans and caused widespread disruption for hospitals and other providers. In January 2025, CISA\u003csup\u003e\u003ca href=\"#ref2\"\u003e[2]\u003c/a\u003e\u003c/sup\u003e and FDA\u003csup\u003e\u003ca href=\"#ref3\"\u003e[3]\u003c/a\u003e\u003c/sup\u003e jointly warned of critical backdoor vulnerabilities in Contec CMS8000 patient monitors, revealing how medical devices could be compromised for unauthorized remote access and patient data manipulation.\n\n### Supporting Cybersecurity Awareness\n\nThe dual licensing model supports initiatives like the Cybersecurity and Infrastructure Security Agency (CISA) efforts to improve cybersecurity awareness\u003csup\u003e\u003ca href=\"#ref7\"\u003e[7]\u003c/a\u003e\u003c/sup\u003e in \"target rich\" sectors, including K-12 education\u003csup\u003e\u003ca href=\"#ref5\"\u003e[5]\u003c/a\u003e\u003c/sup\u003e. By allowing both open-source and commercial use, we aim to facilitate the development of tools that support these critical awareness and protection efforts.\n\n### Bridging the Digital Divide\n\nThe unfortunate reality is that too many individuals and organizations have gone into a frenzy in every facet of our daily lives\u003csup\u003e\u003ca href=\"#ref6\"\u003e[6]\u003c/a\u003e\u003c/sup\u003e. These unfortunate folks identify themselves with their talk of \"10X\" returns and building towards Artificial General Intelligence aka \"AGI\" while offering GPT wrappers. Our dual licensing approach aims to acknowledge this deeply concerning predatory paradigm with clear eyes while still operating to bring the best parts of the open-source community with our services and solutions.\n\n### Recent Cybersecurity Attacks\n\nRecent attacks underscore the importance of robust cybersecurity measures:\n\n- The Change Healthcare cyberattack in February 2024 affected millions of Americans and caused significant disruption to healthcare providers.\n- The White House and Congress jointly designated October 2024 as Cybersecurity Awareness Month. This designation comes with over 100 actions that align the Federal government and public/private sector partners are taking to help every man, woman, and child to safely navigate the age of AI.\n\nBy offering both open source and commercial licensing options, we strive to create a balance that promotes innovation and accessibility. We address the complex cybersecurity challenges faced by vulnerable populations and critical infrastructure sectors as the foundation of our solutions, not an afterthought.\n\n### References\n\n\u003cdiv id=\"footnotes\"\u003e\n\u003cp id=\"ref1\"\u003e\u003cstrong\u003e[1]\u003c/strong\u003e \u003ca href=\"https://www.whitehouse.gov/briefing-room/statements-releases/2024/10/02/international-counter-ransomware-initiative-2024-joint-statement/\"\u003eInternational Counter Ransomware Initiative 2024 Joint Statement\u003c/a\u003e\u003c/p\u003e\n\n\u003cp id=\"ref2\"\u003e\u003cstrong\u003e[2]\u003c/strong\u003e \u003ca href=\"https://www.cisa.gov/sites/default/files/2025-01/fact-sheet-contec-cms8000-contains-a-backdoor-508c.pdf\"\u003eContec CMS8000 Contains a Backdoor\u003c/a\u003e\u003c/p\u003e\n\n\u003cp id=\"ref3\"\u003e\u003cstrong\u003e[3]\u003c/strong\u003e \u003ca href=\"https://www.aha.org/news/headline/2025-01-31-cisa-fda-warn-vulnerabilities-contec-patient-monitors\"\u003eCISA, FDA warn of vulnerabilities in Contec patient monitors\u003c/a\u003e\u003c/p\u003e\n\n\u003cp id=\"ref4\"\u003e\u003cstrong\u003e[4]\u003c/strong\u003e \u003ca href=\"https://www.chiefhealthcareexecutive.com/view/the-top-10-health-data-breaches-of-the-first-half-of-2024\"\u003eThe Top 10 Health Data Breaches of the First Half of 2024\u003c/a\u003e\u003c/p\u003e\n\n\u003cp id=\"ref5\"\u003e\u003cstrong\u003e[5]\u003c/strong\u003e \u003ca href=\"https://www.cisa.gov/K12Cybersecurity\"\u003eCISA's K-12 Cybersecurity Initiatives\u003c/a\u003e\u003c/p\u003e\n\n\u003cp id=\"ref6\"\u003e\u003cstrong\u003e[6]\u003c/strong\u003e \u003ca href=\"https://www.ftc.gov/business-guidance/blog/2024/09/operation-ai-comply-continuing-crackdown-overpromises-ai-related-lies\"\u003eFederal Trade Commission Operation AI Comply: continuing the crackdown on overpromises and AI-related lies\u003c/a\u003e\u003c/p\u003e\n\n\u003cp id=\"ref7\"\u003e\u003cstrong\u003e[7]\u003c/strong\u003e \u003ca href=\"https://www.whitehouse.gov/briefing-room/presidential-actions/2024/09/30/a-proclamation-on-cybersecurity-awareness-month-2024/\"\u003eA Proclamation on Cybersecurity Awareness Month, 2024\u003c/a\u003e\u003c/p\u003e\n\n\u003cp id=\"ref8\"\u003e\u003cstrong\u003e[8]\u003c/strong\u003e \u003ca href=\"https://therecord.media/minneapolis-schools-say-data-breach-affected-100000/\"\u003eMinneapolis school district says data breach affected more than 100,000 people\u003c/a\u003e\u003c/p\u003e\n\u003c/div\u003e\n\u003c/details\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fqompassai%2Ffedora","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fqompassai%2Ffedora","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fqompassai%2Ffedora/lists"}