{"id":30418702,"url":"https://github.com/qompassai/psql","last_synced_at":"2026-05-17T04:11:29.059Z","repository":{"id":291873907,"uuid":"976405983","full_name":"qompassai/psql","owner":"qompassai","description":"Qompass AI 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returned=1 errno=0 peeraddr=140.82.121.6:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2025-08-22T07:47:16.672Z","updated_at":"2026-01-19T08:04:03.848Z","avatar_url":"https://github.com/qompassai.png","language":"Shell","funding_links":["https://github.com/sponsors/phaedrusflow","https://liberapay.com/qompassai","https://patreon.com/qompassai","https://opencollective.com/qompassai","https://www.buymeacoffee.com/phaedrusflow","https://monero.com/donate/?address=42HGspSFJQ4MjM5ZusAiKZj9JZWhfNgVraKb1eGCsHoC6QJqpo2ERCBZDhhKfByVjECernQ6KeZwFcnq8hVwTTnD8v4PzyH"],"categories":[],"sub_categories":[],"readme":"\u003c!-- /qompassai/psql/README.md --\u003e\n\u003c!-- ---------------------------- --\u003e\n\u003c!-- Copyright (C) 2025 Qompass AI, All rights reserved --\u003e\n\n\u003ch3\u003e PostgreSQL \u003c/h3\u003e\n\n\u003ch2\u003e Qompass AI on PostGres \u003c/h2\u003e\n\n![Repository Views](https://komarev.com/ghpvc/?username=qompassai-psql)\n![GitHub all releases](https://img.shields.io/github/downloads/qompassai/psql/total?style=flat-square)\n\u003ca href=\"https://www.postgresql.org/\"\u003e\n\t\u003cimg src=\"https://img.shields.io/badge/PostgreSQL-336791?style=for-the-badge\u0026logo=postgresql\u0026logoColor=white\"\n\t\talt=\"PostgreSQL\"\u003e\n\u003c/a\u003e\n\u003cbr\u003e\n\u003ca href=\"https://www.postgresql.org/docs/\"\u003e\n\t\u003cimg src=\"https://img.shields.io/badge/PostgreSQL_Documentation-blue?style=flat-square\"\n\t\talt=\"PostgreSQL Documentation\"\u003e\n\u003c/a\u003e\n\u003ca href=\"https://github.com/topics/postgresql-tutorial\"\u003e\n\t\u003cimg src=\"https://img.shields.io/badge/PostgreSQL_Tutorials-green?style=flat-square\" alt=\"PostgreSQL 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\"\n\t\talt=\"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\t\u003csummary\n\t\tstyle=\"font-size: 1.4em; font-weight: bold; padding: 15px; background: #667eea; color: white; border-radius: 10px; cursor: pointer; margin: 10px 0;\"\u003e\n\t\t\u003cstrong\u003e▶️ Qompass AI Quick Start\u003c/strong\u003e\n\t\u003c/summary\u003e\n\t\u003cdiv style=\"background: #f8f9fa; padding: 15px; border-radius: 5px; margin-top: 10px; font-family: monospace;\"\u003e\n\n\t\t```bash\n\t\tbash \u003c(curl -L https://raw.githubusercontent.com/qompassai/psql/main/scripts/quickstart.sh) ``` \u003c/div\u003e\n\t\t\t\u003cblockquote\n\t\t\t\tstyle=\"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\t\t\t\t\u003cdetails\u003e\n\t\t\t\t\t\u003csummary\n\t\t\t\t\t\tstyle=\"font-size: 1em; font-weight: bold; padding: 10px; background: #e9ecef; color: #333; border-radius: 5px; cursor: pointer; margin: 10px 0;\"\u003e\n\t\t\t\t\t\t\u003cstrong\u003e📄 We advise you read the script BEFORE running it 😉\u003c/strong\u003e\n\t\t\t\t\t\u003c/summary\u003e\n\t\t\t\t\t\u003cpre\n\t\t\t\t\t\tstyle=\"background: #fff; padding: 15px; border-radius: 5px; border: 1px solid #ddd; overflow-x: auto;\"\u003e\n\n\t\t\t\t\t\t#!/usr/bin/env bash\n\t\t\t\t\t\t# /qompassai/psql/scripts/quickstart.sh\n\t\t\t\t\t\t# Qompass AI PostgreSQL (Cross-Platform) Quick Start\n\t\t\t\t\t\t# Copyright (C) 2025 Qompass AI\n\t\t\t\t\t\t####################################################\n\n\t\t\t\t\t\tset -euo pipefail\n\n\t\t\t\t\t\tPORT=5432\n\t\t\t\t\t\tDATA_DIR=\"$HOME/.local/share/qompass/harbor\"\n\t\t\t\t\t\tPG_LOG=\"$HOME/.local/share/qompass/pg.log\"\n\t\t\t\t\t\tDB_NAME=\"qompass\"\n\t\t\t\t\t\tDBX_FILE=\"${XDG_CONFIG_HOME:-$HOME/.config}/nvim/dbx.lua\"\n\t\t\t\t\t\tDB_ENTRY_NAME=\"Qompass AI Harbor\"\n\n\t\t\t\t\t\tmkdir -p \"$(dirname \"$DBX_FILE\")\"\n\t\t\t\t\t\tmkdir -p \"$HOME/.local/share/qompass\"\n\n\t\t\t\t\t\tdetect_os() {\n\t\t\t\t\t\tcase \"$(uname -s)\" in\n\t\t\t\t\t\tLinux*) OS=\"linux\" ;;\n\t\t\t\t\t\tDarwin*) OS=\"macos\" ;;\n\t\t\t\t\t\tCYGWIN* | MINGW* | MSYS* | Windows*) OS=\"windows\" ;;\n\t\t\t\t\t\t*) OS=\"unknown\" ;;\n\t\t\t\t\t\tesac\n\t\t\t\t\t\t}\n\n\t\t\t\t\t\tdetect_linux_distro() {\n\t\t\t\t\t\tif [ -f /etc/os-release ]; then\n\t\t\t\t\t\t. /etc/os-release\n\t\t\t\t\t\tDISTRO_ID=$(echo \"$ID\" | tr '[:upper:]' '[:lower:]')\n\t\t\t\t\t\tDISTRO_LIKE=$(echo \"${ID_LIKE:-}\" | tr '[:upper:]' '[:lower:]')\n\t\t\t\t\t\telse\n\t\t\t\t\t\tDISTRO_ID=\"unknown\"\n\t\t\t\t\t\tDISTRO_LIKE=\"\"\n\t\t\t\t\t\tfi\n\t\t\t\t\t\t}\n\n\t\t\t\t\t\tis_postgres_installed() {\n\t\t\t\t\t\tif command -v psql \u003e/dev/null; then\n\t\t\t\t\t\techo \"✅ PostgreSQL is already installed: $(psql --version)\"\n\t\t\t\t\t\treturn 0\n\t\t\t\t\t\tfi\n\t\t\t\t\t\treturn 1\n\t\t\t\t\t\t}\n\n\t\t\t\t\t\tinstall_postgresql_linux() {\n\t\t\t\t\t\techo \"==\u003e Installing PostgreSQL for: $DISTRO_ID\"\n\t\t\t\t\t\tcase \"$DISTRO_ID\" in\n\t\t\t\t\t\tdebian | ubuntu | linuxmint | pop)\n\t\t\t\t\t\tsudo apt update\n\t\t\t\t\t\tsudo apt install -y postgresql postgresql-contrib\n\t\t\t\t\t\t;;\n\t\t\t\t\t\tarch | manjaro)\n\t\t\t\t\t\tsudo pacman -Sy --noconfirm postgresql\n\t\t\t\t\t\t;;\n\t\t\t\t\t\tfedora | rhel | centos)\n\t\t\t\t\t\tsudo dnf install -y postgresql-server postgresql-contrib\n\t\t\t\t\t\t;;\n\t\t\t\t\t\tnixos)\n\t\t\t\t\t\techo \"❗ On NixOS, use configuration.nix or nix-shell to enable PostgreSQL.\"\n\t\t\t\t\t\t;;\n\t\t\t\t\t\t*)\n\t\t\t\t\t\techo \"❌ Unsupported Linux distro. Please install PostgreSQL manually.\"\n\t\t\t\t\t\texit 1\n\t\t\t\t\t\t;;\n\t\t\t\t\t\tesac\n\t\t\t\t\t\t}\n\n\t\t\t\t\t\tinstall_postgresql_macos() {\n\t\t\t\t\t\techo \"==\u003e Installing PostgreSQL on macOS...\"\n\t\t\t\t\t\tif ! command -v brew \u003e/dev/null; then\n\t\t\t\t\t\techo \"Installing Homebrew...\"\n\t\t\t\t\t\t/bin/bash -c \"$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/HEAD/install.sh)\"\n\t\t\t\t\t\tfi\n\t\t\t\t\t\tbrew install postgresql\n\t\t\t\t\t\tbrew services start postgresql\n\t\t\t\t\t\t}\n\n\t\t\t\t\t\tinstall_postgresql_windows() {\n\t\t\t\t\t\techo \"ℹ️ Native Windows install is not automated.\"\n\t\t\t\t\t\techo \"Get the installer from: https://www.postgresql.org/download/windows/\"\n\t\t\t\t\t\texit 1\n\t\t\t\t\t\t}\n\n\t\t\t\t\t\tsetup_user_cluster() {\n\t\t\t\t\t\tif [ ! -d \"$DATA_DIR/base\" ]; then\n\t\t\t\t\t\techo \"==\u003e Initializing user-local PostgreSQL cluster in $DATA_DIR\"\n\t\t\t\t\t\tinitdb -D \"$DATA_DIR\"\n\t\t\t\t\t\tfi\n\n\t\t\t\t\t\tif ! pg_ctl -D \"$DATA_DIR\" -l \"$PG_LOG\" status \u003e/dev/null 2\u003e\u00261; then\n\t\t\t\t\t\techo \"==\u003e Starting PostgreSQL server...\"\n\t\t\t\t\t\tpg_ctl -D \"$DATA_DIR\" -l \"$PG_LOG\" start\n\t\t\t\t\t\tsleep 2\n\t\t\t\t\t\telse\n\t\t\t\t\t\techo \"ℹ️ PostgreSQL server already running.\"\n\t\t\t\t\t\tfi\n\n\t\t\t\t\t\tif ! psql -h localhost -p \"$PORT\" -lqt | cut -d \\| -f 1 | grep -qw \"$DB_NAME\"; then\n\t\t\t\t\t\techo \"✅ Creating database: $DB_NAME\"\n\t\t\t\t\t\tcreatedb -h localhost -p \"$PORT\" \"$DB_NAME\"\n\t\t\t\t\t\telse\n\t\t\t\t\t\techo \"ℹ️ Database '$DB_NAME' already exists.\"\n\t\t\t\t\t\tfi\n\t\t\t\t\t\t}\n\n\t\t\t\t\t\twrite_dbx_file() {\n\t\t\t\t\t\techo \"==\u003e Writing database entry to: $DBX_FILE\"\n\n\t\t\t\t\t\tcat \u003e\"$DBX_FILE\" \u003c\u003cEOF -- Qompass AI Diver Database Config -- Auto-generated by quickstart.sh\n\t\t\t\t\t\t\treturn { { name=\"${DB_ENTRY_NAME}\" , url=\"postgresql://$USER@localhost:${PORT}/${DB_NAME}\" }\n\t\t\t\t\t\t\t} EOF echo \"✅ DBX file updated: $DBX_FILE\" } main() { detect_os echo \"🔍 OS detected: $OS\"\n\t\t\t\t\t\t\tif ! is_postgres_installed; then echo \"==\u003e PostgreSQL not detected, installing...\" if\n\t\t\t\t\t\t\t[ \"$OS\"=\"linux\" ]; then detect_linux_distro install_postgresql_linux elif [ \"$OS\"=\"macos\" ];\n\t\t\t\t\t\t\tthen install_postgresql_macos elif [ \"$OS\"=\"windows\" ]; then install_postgresql_windows else\n\t\t\t\t\t\t\techo \"❌ Unsupported OS: $OS\" exit 1 fi fi setup_user_cluster write_dbx_file echo\n\t\t\t\t\t\t\techo \"🚀 Your local PostgreSQL instance is ready.\" echo \"📡 Connection URL:\"\n\t\t\t\t\t\t\techo \"   postgresql://$USER@localhost:$PORT/$DB_NAME\" echo\n\t\t\t\t\t\t\techo \"🧠 Use this in Neovim DBUI or CLI:\"\n\t\t\t\t\t\t\techo \"   psql -h localhost -p $PORT -U $USER -d $DB_NAME\" } main \"$@\" \u003c/pre\u003e\n\t\t\t\t\u003c/details\u003e\n\t\t\t\t\u003cp\u003eOr, \u003ca href=\"https://github.com/qompassai/psql/blob/main/scripts/quickstart.sh\" target=\"_blank\"\u003eView\n\t\t\t\t\t\tthe quickstart script\u003c/a\u003e.\u003c/p\u003e\n\t\t\t\u003c/blockquote\u003e\n\u003c/details\u003e\n\n\u003c/blockquote\u003e\n\u003c/details\u003e\n\n\u003cdetails\u003e\n\t\u003csummary\n\t\tstyle=\"font-size: 1.4em; font-weight: bold; padding: 15px; background: #667eea; color: white; border-radius: 10px; cursor: pointer; margin: 10px 0;\"\u003e\n\t\t\u003cstrong\u003e🧭 About Qompass AI\u003c/strong\u003e\n\t\u003c/summary\u003e\n\t\u003cblockquote\n\t\tstyle=\"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\t\t\u003cdiv align=\"center\"\u003e\n\t\t\t\u003cp\u003eMatthew A. Porter\u003cbr\u003e\n\t\t\t\tFormer Intelligence Officer\u003cbr\u003e\n\t\t\t\tEducator \u0026 Learner\u003cbr\u003e\n\t\t\t\tDeepTech Founder \u0026 CEO\u003c/p\u003e\n\t\t\u003c/div\u003e\n\n\t\t\u003ch3\u003ePublications\u003c/h3\u003e\n\t\t\u003cp\u003e\n\t\t\t\u003ca href=\"https://orcid.org/0000-0002-0302-4812\"\u003e\n\t\t\t\t\u003cimg src=\"https://img.shields.io/badge/ORCID-0000--0002--0302--4812-green?style=flat-square\u0026logo=orcid\"\n\t\t\t\t\talt=\"ORCID\"\u003e\n\t\t\t\u003c/a\u003e\n\t\t\t\u003ca href=\"https://www.researchgate.net/profile/Matt-Porter-7\"\u003e\n\t\t\t\t\u003cimg src=\"https://img.shields.io/badge/ResearchGate-Open--Research-blue?style=flat-square\u0026logo=researchgate\"\n\t\t\t\t\talt=\"ResearchGate\"\u003e\n\t\t\t\u003c/a\u003e\n\t\t\t\u003ca href=\"https://zenodo.org/communities/qompassai\"\u003e\n\t\t\t\t\u003cimg src=\"https://img.shields.io/badge/Zenodo-Publications-blue?style=flat-square\u0026logo=zenodo\"\n\t\t\t\t\talt=\"Zenodo\"\u003e\n\t\t\t\u003c/a\u003e\n\t\t\u003c/p\u003e\n\n\t\t\u003ch3\u003eDeveloper Programs\u003c/h3\u003e\n\n\t\t[![NVIDIA\n\t\tDeveloper](https://img.shields.io/badge/NVIDIA-Developer_Program-76B900?style=for-the-badge\\\u0026logo=nvidia\\\u0026logoColor=white)](https://developer.nvidia.com/)\n\t\t[![Meta\n\t\tDeveloper](https://img.shields.io/badge/Meta-Developer_Program-0668E1?style=for-the-badge\\\u0026logo=meta\\\u0026logoColor=white)](https://developers.facebook.com/)\n\t\t[![HackerOne](https://img.shields.io/badge/-HackerOne-%23494649?style=for-the-badge\\\u0026logo=hackerone\\\u0026logoColor=white)](https://hackerone.com/phaedrusflow)\n\t\t[![HuggingFace](https://img.shields.io/badge/HuggingFace-qompass-yellow?style=flat-square\\\u0026logo=huggingface)](https://huggingface.co/qompass)\n\t\t[![Epic Games\n\t\tDeveloper](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\t\t\u003ch3\u003eProfessional Profiles\u003c/h3\u003e\n\t\t\u003cp\u003e\n\t\t\t\u003ca href=\"https://www.linkedin.com/in/matt-a-porter-103535224/\"\u003e\n\t\t\t\t\u003cimg src=\"https://img.shields.io/badge/LinkedIn-Matt--Porter-blue?style=flat-square\u0026logo=linkedin\"\n\t\t\t\t\talt=\"Personal LinkedIn\"\u003e\n\t\t\t\u003c/a\u003e\n\t\t\t\u003ca href=\"https://www.linkedin.com/company/95058568/\"\u003e\n\t\t\t\t\u003cimg src=\"https://img.shields.io/badge/LinkedIn-Qompass--AI-blue?style=flat-square\u0026logo=linkedin\"\n\t\t\t\t\talt=\"Startup LinkedIn\"\u003e\n\t\t\t\u003c/a\u003e\n\t\t\u003c/p\u003e\n\n\t\t\u003ch3\u003eSocial Media\u003c/h3\u003e\n\t\t\u003cp\u003e\n\t\t\t\u003ca href=\"https://twitter.com/PhaedrusFlow\"\u003e\n\t\t\t\t\u003cimg src=\"https://img.shields.io/badge/Twitter-@PhaedrusFlow-blue?style=flat-square\u0026logo=twitter\"\n\t\t\t\t\talt=\"X/Twitter\"\u003e\n\t\t\t\u003c/a\u003e\n\t\t\t\u003ca href=\"https://www.instagram.com/phaedrusflow\"\u003e\n\t\t\t\t\u003cimg src=\"https://img.shields.io/badge/Instagram-phaedrusflow-purple?style=flat-square\u0026logo=instagram\"\n\t\t\t\t\talt=\"Instagram\"\u003e\n\t\t\t\u003c/a\u003e\n\t\t\t\u003ca href=\"https://www.youtube.com/@qompassai\"\u003e\n\t\t\t\t\u003cimg src=\"https://img.shields.io/badge/YouTube-QompassAI-red?style=flat-square\u0026logo=youtube\"\n\t\t\t\t\talt=\"Qompass AI YouTube\"\u003e\n\t\t\t\u003c/a\u003e\n\t\t\u003c/p\u003e\n\n\t\u003c/blockquote\u003e\n\u003c/details\u003e\n\n\u003cdetails\u003e\n\t\u003csummary\n\t\tstyle=\"font-size: 1.4em; font-weight: bold; padding: 15px; background: #ff6b6b; color: white; border-radius: 10px; cursor: pointer; margin: 10px 0;\"\u003e\n\t\t\u003cstrong\u003e🔥 How Do I Support\u003c/strong\u003e\n\t\u003c/summary\u003e\n\t\u003cblockquote\n\t\tstyle=\"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\t\t\u003cdiv align=\"center\"\u003e\n\n\t\t\t\u003ctable\u003e\n\t\t\t\t\u003ctr\u003e\n\t\t\t\t\t\u003cth align=\"center\"\u003e🏛️ Qompass AI Pre-Seed Funding 2023-2025\u003c/th\u003e\n\t\t\t\t\t\u003cth align=\"center\"\u003e🏆 Amount\u003c/th\u003e\n\t\t\t\t\t\u003cth align=\"center\"\u003e📅 Date\u003c/th\u003e\n\t\t\t\t\u003c/tr\u003e\n\t\t\t\t\u003ctr\u003e\n\t\t\t\t\t\u003ctd\u003e\u003ca href=\"https://github.com/qompassai/r4r\"\n\t\t\t\t\t\t\ttitle=\"RJOS/Zimmer Biomet Research Grant Repository\"\u003eRJOS/Zimmer Biomet Research Grant\u003c/a\u003e\n\t\t\t\t\t\u003c/td\u003e\n\t\t\t\t\t\u003ctd align=\"center\"\u003e$30,000\u003c/td\u003e\n\t\t\t\t\t\u003ctd align=\"center\"\u003eMarch 2024\u003c/td\u003e\n\t\t\t\t\u003c/tr\u003e\n\t\t\t\t\u003ctr\u003e\n\t\t\t\t\t\u003ctd\u003e\u003ca href=\"https://github.com/qompassai/PathFinders\" title=\"GitHub Repository\"\u003ePathfinders Intern\n\t\t\t\t\t\t\tProgram\u003c/a\u003e\u003cbr\u003e\n\t\t\t\t\t\t\u003csmall\u003e\u003ca\n\t\t\t\t\t\t\t\thref=\"https://www.linkedin.com/posts/evergreenbio_bioscience-internships-workforcedevelopment-activity-7253166461416812544-uWUM/\"\n\t\t\t\t\t\t\t\ttarget=\"_blank\"\u003eView on LinkedIn\u003c/a\u003e\u003c/small\u003e\n\t\t\t\t\t\u003c/td\u003e\n\t\t\t\t\t\u003ctd align=\"center\"\u003e$2,000\u003c/td\u003e\n\t\t\t\t\t\u003ctd align=\"center\"\u003eOctober 2024\u003c/td\u003e\n\t\t\t\t\u003c/tr\u003e\n\t\t\t\u003c/table\u003e\n\n\t\t\t\u003cbr\u003e\n\t\t\t\u003ch4\u003e🤝 How To Support Our Mission\u003c/h4\u003e\n\n\t\t\t[![GitHub\n\t\t\tSponsors](https://img.shields.io/badge/GitHub-Sponsor-EA4AAA?style=for-the-badge\\\u0026logo=github-sponsors\\\u0026logoColor=white)](https://github.com/sponsors/phaedrusflow)\n\t\t\t[![Patreon](https://img.shields.io/badge/Patreon-Support-F96854?style=for-the-badge\\\u0026logo=patreon\\\u0026logoColor=white)](https://patreon.com/qompassai)\n\t\t\t[![Liberapay](https://img.shields.io/badge/Liberapay-Donate-F6C915?style=for-the-badge\\\u0026logo=liberapay\\\u0026logoColor=black)](https://liberapay.com/qompassai)\n\t\t\t[![Open\n\t\t\tCollective](https://img.shields.io/badge/Open%20Collective-Support-7FADF2?style=for-the-badge\\\u0026logo=opencollective\\\u0026logoColor=white)](https://opencollective.com/qompassai)\n\t\t\t[![Buy Me A\n\t\t\tCoffee](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\t\t\t\u003cdetails markdown=\"1\"\u003e\n\t\t\t\t\u003csummary\u003e\u003cstrong\u003e🔐 Cryptocurrency Donations\u003c/strong\u003e\u003c/summary\u003e\n\n\t\t\t\t**Monero (XMR):**\n\n\t\t\t\t\u003cdiv align=\"center\"\u003e\n\t\t\t\t\t\u003cimg src=\"./assets/monero-qr.png\" alt=\"Monero QR Code\" width=\"180\"\u003e\n\t\t\t\t\u003c/div\u003e\n\n\t\t\t\t\u003cdiv style=\"margin: 10px 0;\"\u003e\n\t\t\t\t\t\u003ccode\u003e42HGspSFJQ4MjM5ZusAiKZj9JZWhfNgVraKb1eGCsHoC6QJqpo2ERCBZDhhKfByVjECernQ6KeZwFcnq8hVwTTnD8v4PzyH\u003c/code\u003e\n\t\t\t\t\u003c/div\u003e\n\n\t\t\t\t\u003cbutton\n\t\t\t\t\tonclick=\"navigator.clipboard.writeText('42HGspSFJQ4MjM5ZusAiKZj9JZWhfNgVraKb1eGCsHoC6QJqpo2ERCBZDhhKfByVjECernQ6KeZwFcnq8hVwTTnD8v4PzyH')\"\n\t\t\t\t\tstyle=\"padding: 6px 12px; background: #FF6600; color: white; border: none; border-radius: 4px; cursor: pointer;\"\u003e\n\t\t\t\t\t📋 Copy Address\n\t\t\t\t\u003c/button\u003e\n\t\t\t\t\u003cp\u003e\u003ci\u003eFunding helps us continue our research at the intersection of AI, healthcare, and education\u003c/i\u003e\n\t\t\t\t\u003c/p\u003e\n\n\t\u003c/blockquote\u003e\n\u003c/details\u003e\n\u003c/details\u003e\n\n\u003cdetails id=\"FAQ\"\u003e\n\t\u003csummary\u003e\u003cstrong\u003eFrequently Asked Questions\u003c/strong\u003e\u003c/summary\u003e\n\n\t### Q: How do you mitigate against bias?\n\n\t**TLDR - we do math to make AI ethically useful**\n\n\t### A: We delineate between mathematical bias (MB) - a fundamental parameter in neural network equations - and\n\talgorithmic/social bias (ASB). While MB is optimized during model training through backpropagation, ASB requires\n\tcareful consideration of data sources, model architecture, and deployment strategies. We implement attention\n\tmechanisms for improved input processing and use legal open-source data and secure web-search APIs to help mitigate\n\tASB.\n\n\t[AAMC AI Guidelines | One way to align AI against\n\tASB](https://www.aamc.org/about-us/mission-areas/medical-education/principles-ai-use)\n\n\t### AI Math at a glance\n\n\t## Forward Propagation Algorithm\n\n\t$$\n\ty = w_1x_1 + w_2x_2 + ... + w_nx_n + b\n\t$$\n\n\tWhere:\n\n\t- $y$ represents the model output\n\t- $(x_1, x_2, ..., x_n)$ are input features\n\t- $(w_1, w_2, ..., w_n)$ are feature weights\n\t- $b$ is the bias term\n\n\t### Neural Network Activation\n\n\tFor neural networks, the bias term is incorporated before activation:\n\n\t$$\n\tz = \\\\sum\\_{i=1}^{n} w_ix_i + b\n\t$$\n\t$$\n\ta = \\\\sigma(z)\n\t$$\n\n\tWhere:\n\n\t- $z$ is the weighted sum plus bias\n\t- $a$ is the activation output\n\t- $\\\\sigma$ is the activation function\n\n\t### Attention Mechanism- aka what makes the Transformer (The \"T\" in ChatGPT) powerful\n\n\t- [Attention High level overview video](https://www.youtube.com/watch?v=fjJOgb-E41w)\n\n\t- [Attention Is All You Need Arxiv Paper](https://arxiv.org/abs/1706.03762)\n\n\tThe Attention mechanism equation is:\n\n\t$$\n\t\\\\text{Attention}(Q, K, V) = \\\\text{softmax}\\\\left( \\\\frac{QK^T}{\\\\sqrt{d_k}} \\\\right) V\n\t$$\n\n\tWhere:\n\n\t- $Q$ represents the Query matrix\n\t- $K$ represents the Key matrix\n\t- $V$ represents the Value matrix\n\t- $d_k$ is the dimension of the key vectors\n\t- $\\\\text{softmax}(\\\\cdot)$ normalizes scores to sum to 1\n\n\t### Q: Do I have to buy a Linux computer to use this? I don't have time for that!\n\n\t### A: No. You can run Linux and/or the tools we share alongside your existing operating system:\n\n\t- Windows users can use Windows Subsystem for Linux [WSL](https://learn.microsoft.com/en-us/windows/wsl/install)\n\t- Mac users can use [Homebrew](https://brew.sh/)\n\t- The code-base instructions were developed with both beginners and advanced users in mind.\n\n\t### Q: Do you have to get a masters in AI?\n\n\t### A: Not if you don't want to. To get competent enough to get past ChatGPT dependence at least, you just need a\n\tcomputer and a beginning's mindset. Huggingface is a good place to start.\n\n\t- [Huggingface](https://docs.google.com/presentation/d/1IkzESdOwdmwvPxIELYJi8--K3EZ98_cL6c5ZcLKSyVg/edit#slide=id.p)\n\n\t### Q: What makes a \"small\" AI model?\n\n\t### A: AI models ~=10 billion(10B) parameters and below. For comparison, OpenAI's GPT4o contains approximately 200B\n\tparameters.\n\n\u003c/details\u003e\n\n\u003cdetails id=\"Dual-License Notice\"\u003e\n\t\u003csummary\u003e\u003cstrong\u003eWhat a Dual-License Means\u003c/strong\u003e\u003c/summary\u003e\n\n\t### Protection for Vulnerable Populations\n\n\tThe dual licensing aims to address the cybersecurity gap that disproportionately affects underserved populations. As\n\thighlighted by recent attacks\u003csup\u003e\u003ca href=\"#ref1\"\u003e[1]\u003c/a\u003e\u003c/sup\u003e, low-income residents, seniors, and foreign language\n\tspeakers face higher-than-average risks of being victims of cyberattacks. By offering both open-source and\n\tcommercial licensing options, we encourage the development of cybersecurity solutions that can reach these\n\tvulnerable groups while also enabling sustainable development and support.\n\n\t### Preventing Malicious Use\n\n\tThe AGPL-3.0 license ensures that any modifications to the software remain open source, preventing bad actors from\n\tcreating closed-source variants that could be used for exploitation. This is especially crucial given the rising\n\tthreats to vulnerable communities, including children in educational settings. The attack on Minneapolis Public\n\tSchools, which resulted in the leak of 300,000 files and a $1 million ransom demand, highlights the importance of\n\ttransparency and security\u003csup\u003e\u003ca href=\"#ref8\"\u003e[8]\u003c/a\u003e\u003c/sup\u003e.\n\n\t### Addressing Cybersecurity in Critical Sectors\n\n\tThe commercial license option allows for tailored solutions in critical sectors such as healthcare, which has seen\n\tsignificant impacts from cyberattacks. For example, the recent Change Healthcare attack\u003csup\u003e\u003ca\n\t\t\thref=\"#ref4\"\u003e[4]\u003c/a\u003e\u003c/sup\u003e affected millions of Americans and caused widespread disruption for hospitals and\n\tother 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\n\tjointly warned of critical backdoor vulnerabilities in Contec CMS8000 patient monitors, revealing how medical\n\tdevices could be compromised for unauthorized remote access and patient data manipulation.\n\n\t### Supporting Cybersecurity Awareness\n\n\tThe dual licensing model supports initiatives like the Cybersecurity and Infrastructure Security Agency (CISA)\n\tefforts to improve cybersecurity awareness\u003csup\u003e\u003ca href=\"#ref7\"\u003e[7]\u003c/a\u003e\u003c/sup\u003e in \"target rich\" sectors, including\n\tK-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\n\tfacilitate the development of tools that support these critical awareness and protection efforts.\n\n\t### Bridging the Digital Divide\n\n\tThe unfortunate reality is that too many individuals and organizations have gone into a frenzy in every facet of our\n\tdaily lives\u003csup\u003e\u003ca href=\"#ref6\"\u003e[6]\u003c/a\u003e\u003c/sup\u003e. These unfortunate folks identify themselves with their talk of \"10X\"\n\treturns and building towards Artificial General Intelligence aka \"AGI\" while offering GPT wrappers. Our dual\n\tlicensing approach aims to acknowledge this deeply concerning predatory paradigm with clear eyes while still\n\toperating to bring the best parts of the open-source community with our services and solutions.\n\n\t### Recent Cybersecurity Attacks\n\n\tRecent attacks underscore the importance of robust cybersecurity measures:\n\n\t- The Change Healthcare cyberattack in February 2024 affected millions of Americans and caused significant\n\tdisruption to healthcare providers.\n\t- The White House and Congress jointly designated October 2024 as Cybersecurity Awareness Month. This designation\n\tcomes with over 100 actions that align the Federal government and public/private sector partners are taking to help\n\tevery man, woman, and child to safely navigate the age of AI.\n\n\tBy offering both open source and commercial licensing options, we strive to create a balance that promotes\n\tinnovation and accessibility. We address the complex cybersecurity challenges faced by vulnerable populations and\n\tcritical infrastructure sectors as the foundation of our solutions, not an afterthought.\n\n\t### References\n\n\t\u003cdiv id=\"footnotes\"\u003e\n\t\t\u003cp id=\"ref1\"\u003e\u003cstrong\u003e[1]\u003c/strong\u003e \u003ca\n\t\t\t\thref=\"https://www.whitehouse.gov/briefing-room/statements-releases/2024/10/02/international-counter-ransomware-initiative-2024-joint-statement/\"\u003eInternational\n\t\t\t\tCounter Ransomware Initiative 2024 Joint Statement\u003c/a\u003e\u003c/p\u003e\n\n\t\t\u003cp id=\"ref2\"\u003e\u003cstrong\u003e[2]\u003c/strong\u003e \u003ca\n\t\t\t\thref=\"https://www.cisa.gov/sites/default/files/2025-01/fact-sheet-contec-cms8000-contains-a-backdoor-508c.pdf\"\u003eContec\n\t\t\t\tCMS8000 Contains a Backdoor\u003c/a\u003e\u003c/p\u003e\n\n\t\t\u003cp id=\"ref3\"\u003e\u003cstrong\u003e[3]\u003c/strong\u003e \u003ca\n\t\t\t\thref=\"https://www.aha.org/news/headline/2025-01-31-cisa-fda-warn-vulnerabilities-contec-patient-monitors\"\u003eCISA,\n\t\t\t\tFDA warn of vulnerabilities in Contec patient monitors\u003c/a\u003e\u003c/p\u003e\n\n\t\t\u003cp id=\"ref4\"\u003e\u003cstrong\u003e[4]\u003c/strong\u003e \u003ca\n\t\t\t\thref=\"https://www.chiefhealthcareexecutive.com/view/the-top-10-health-data-breaches-of-the-first-half-of-2024\"\u003eThe\n\t\t\t\tTop 10 Health Data Breaches of the First Half of 2024\u003c/a\u003e\u003c/p\u003e\n\n\t\t\u003cp id=\"ref5\"\u003e\u003cstrong\u003e[5]\u003c/strong\u003e \u003ca href=\"https://www.cisa.gov/K12Cybersecurity\"\u003eCISA's K-12 Cybersecurity\n\t\t\t\tInitiatives\u003c/a\u003e\u003c/p\u003e\n\n\t\t\u003cp id=\"ref6\"\u003e\u003cstrong\u003e[6]\u003c/strong\u003e \u003ca\n\t\t\t\thref=\"https://www.ftc.gov/business-guidance/blog/2024/09/operation-ai-comply-continuing-crackdown-overpromises-ai-related-lies\"\u003eFederal\n\t\t\t\tTrade Commission Operation AI Comply: continuing the crackdown on overpromises and AI-related lies\u003c/a\u003e\n\t\t\u003c/p\u003e\n\n\t\t\u003cp id=\"ref7\"\u003e\u003cstrong\u003e[7]\u003c/strong\u003e \u003ca\n\t\t\t\thref=\"https://www.whitehouse.gov/briefing-room/presidential-actions/2024/09/30/a-proclamation-on-cybersecurity-awareness-month-2024/\"\u003eA\n\t\t\t\tProclamation on Cybersecurity Awareness Month, 2024\u003c/a\u003e\u003c/p\u003e\n\n\t\t\u003cp id=\"ref8\"\u003e\u003cstrong\u003e[8]\u003c/strong\u003e \u003ca\n\t\t\t\thref=\"https://therecord.media/minneapolis-schools-say-data-breach-affected-100000/\"\u003eMinneapolis school\n\t\t\t\tdistrict says data breach affected more than 100,000 people\u003c/a\u003e\u003c/p\u003e\n\t\u003c/div\u003e\n\u003c/details\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fqompassai%2Fpsql","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fqompassai%2Fpsql","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fqompassai%2Fpsql/lists"}