https://github.com/qompassai/dotfiles
https://github.com/qompassai/dotfiles
dotfiles
Last synced: 18 days ago
JSON representation
- Host: GitHub
- URL: https://github.com/qompassai/dotfiles
- Owner: qompassai
- License: agpl-3.0
- Created: 2025-05-05T02:48:54.000Z (about 1 year ago)
- Default Branch: main
- Last Pushed: 2026-05-10T07:06:57.000Z (24 days ago)
- Last Synced: 2026-05-10T08:39:50.714Z (24 days ago)
- Topics: dotfiles
- Language: Shell
- Size: 527 MB
- Stars: 4
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- Funding: .github/FUNDING.yml
- License: LICENSE-AGPL
- Citation: CITATION.cff
- Zenodo: .zenodo.json
Awesome Lists containing this project
README
Qompass AI Dotfiles
Qompass AI dotfiles (ie xdg .config files)
▶️ Qompass AI Quick Start
```sh
curl -fsSL https://raw.githubusercontent.com/qompassai/dotfiles/main/scripts/quickstart.sh | sh
```
📄 We advise you read the script BEFORE running it 😉
#!/usr/bin/env bash
# /qompassai/dotfiles/scripts/quickstart.sh
# Qompass AI Quick Start Script
# Copyright (C) 2025 Qompass AI, All rights reserved
####################################################
REPO="https://github.com/qompassai/dotfiles"
TARGET_DIR="$HOME/.dotfiles"
if [ -d "$TARGET_DIR" ]; then
echo "Removing existing dotfiles directory..."
rm -rf "$TARGET_DIR"
fi
echo "Cloning Qompass AI Dotfiles..."
git clone "$REPO" "$TARGET_DIR"
mkdir -p "$HOME/.config/nix" "$HOME/.profile.d"
ln -sf "$TARGET_DIR/.config/nix/nix.conf" "$HOME/.config/nix/nix.conf"
ln -sf "$TARGET_DIR/.profile.d/67-nix.sh" "$HOME/.profile.d/67-nix.sh"
mkdir -p "$HOME/.config"
ln -sfn "$TARGET_DIR/home" "$HOME/.config/home" 2>/dev/null || true
ln -sfn "$TARGET_DIR/.local" "$HOME/.local" 2>/dev/null || true
ln -sf "$TARGET_DIR/flake.nix" "$HOME/.config/flake.nix" 2>/dev/null || true
source "$HOME/.profile.d/67-nix.sh" 2>/dev/null || {
echo "WARNING: Could not source Nix profile configuration. Falling back to manual exporting"
export NIX_CONF_DIR="$HOME/.config/nix"
export NIX_STORE_DIR="$HOME/.nix/store"
export NIX_STATE_DIR="$HOME/.local/state/nix"
export NIX_LOG_DIR="$HOME/.local/state/nix/log"
export NIX_PROFILE_DIR="$HOME/.nix-profile"
export PATH="$NIX_PROFILE_DIR/bin:$PATH"
}
if ! command -v nix >/dev/null; then
echo "Installing Nix with custom configuration..."
mkdir -p /.nix/var/nix/{profiles,gcroots,db}
chown -R "$(whoami)" /.nix
sh <(curl -L https://nixos.org/nix/install) --daemon \
--nix-extra-conf-file "$NIX_CONF_DIR/nix.conf"
if [ -f '/.nix/var/nix/profiles/default/etc/profile.d/nix-daemon.sh' ]; then
. '/.nix/var/nix/profiles/default/etc/profile.d/nix-daemon.sh'
fi
fi
echo "Setting up Nix environment..."
cd "$TARGET_DIR"
nix flake update
detect_shell() {
case "$(ps -p $$ -o comm=)" in
*bash*) echo "bash" ;;
*zsh*) echo "zsh" ;;
*fish*) echo "fish" ;;
*) echo "bash" ;;
esac
}
USER_SHELL=$(detect_shell)
echo "Detected shell: $USER_SHELL"
nix develop --command "$USER_SHELL"
Or, View the quickstart script.
🧭 About Qompass AI
Matthew A. Porter
Former Intelligence Officer
Educator & Learner
DeepTech Founder & CEO
Publications
Developer Programs
[](https://developer.nvidia.com/)
[](https://developers.facebook.com/)
[](https://hackerone.com/phaedrusflow)
[](https://huggingface.co/qompass)
[](https://dev.epicgames.com/)
Professional Profiles
Social Media
🔥 How Do I Support
🏛️ Qompass AI Pre-Seed Funding 2023-2025
🏆 Amount
📅 Date
RJOS/Zimmer Biomet Research Grant
$30,000
March 2024
Pathfinders Intern Program
View on LinkedIn
$2,000
October 2024
🤝 How To Support Our Mission
[](https://github.com/sponsors/phaedrusflow)
[](https://patreon.com/qompassai)
[](https://liberapay.com/qompassai)
[](https://opencollective.com/qompassai)
[](https://www.buymeacoffee.com/phaedrusflow)
🔐 Cryptocurrency Donations
**Monero (XMR):**
42HGspSFJQ4MjM5ZusAiKZj9JZWhfNgVraKb1eGCsHoC6QJqpo2ERCBZDhhKfByVjECernQ6KeZwFcnq8hVwTTnD8v4PzyH
📋 Copy Address
Funding helps us continue our research at the intersection of AI, healthcare, and education
Frequently Asked Questions
### Q: How do you mitigate against bias?
**TLDR - we do math to make AI ethically useful**
### 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.
[AAMC AI Guidelines | One way to align AI against ASB](https://www.aamc.org/about-us/mission-areas/medical-education/principles-ai-use)
### AI Math at a glance
## Forward Propagation Algorithm
$$
y = w\_1x\_1 + w\_2x\_2 + ... + w\_nx\_n + b
$$
Where:
* $y$ represents the model output
* $(x\_1, x\_2, ..., x\_n)$ are input features
* $(w\_1, w\_2, ..., w\_n)$ are feature weights
* $b$ is the bias term
### Neural Network Activation
For neural networks, the bias term is incorporated before activation:
$$
z = \sum\_{i=1}^{n} w\_ix\_i + b
$$
$$
a = \sigma(z)
$$
Where:
* $z$ is the weighted sum plus bias
* $a$ is the activation output
* $\sigma$ is the activation function
### Attention Mechanism- aka what makes the Transformer (The "T" in ChatGPT) powerful
* [Attention High level overview video](https://www.youtube.com/watch?v=fjJOgb-E41w)
* [Attention Is All You Need Arxiv Paper](https://arxiv.org/abs/1706.03762)
The Attention mechanism equation is:
$$
Attention(Q, K, V) = softmax(\frac{QK^T}{\sqrt{d\_k}})V
$$
Where:
* $Q$ represents the Query matrix
* $K$ represents the Key matrix
* $V$ represents the Value matrix
* $d\_k$ is the dimension of the key vectors
* $\text{softmax}(\cdot)$ normalizes scores to sum to 1
### Q: Do I have to buy a Linux computer to use this? I don't have time for that!
### A: No. You can run Linux and/or the tools we share alongside your existing operating system:
* Windows users can use Windows Subsystem for Linux
[WSL](https://learn.microsoft.com/en-us/windows/wsl/install)
* Mac users can use [Homebrew](https://brew.sh/)
* The code-base instructions were developed with both beginners and advanced
users in mind.
### Q: Do you have to get a masters in AI?
### 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.
* [Huggingface](https://docs.google.com/presentation/d/1IkzESdOwdmwvPxIELYJi8--K3EZ98_cL6c5ZcLKSyVg/edit#slide=id.p)
### Q: What makes a "small" AI model?
### A: AI models ~=10 billion(10B) parameters and below. For comparison, OpenAI's GPT4o contains approximately 200B parameters.
What a Dual-License Means
### Protection for Vulnerable Populations
The dual licensing aims to address the cybersecurity gap that disproportionately
affects underserved populations. As highlighted by recent
attacks\[1], 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.
### Preventing Malicious Use
The 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\[8].
### Addressing Cybersecurity in Critical Sectors
The 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\[4]
affected millions of Americans and caused widespread disruption for hospitals
and other providers. In January 2025, CISA\[2]
and FDA\[3] 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.
### Supporting Cybersecurity Awareness
The dual licensing model supports initiatives like the Cybersecurity and
Infrastructure Security Agency (CISA) efforts to improve cybersecurity
awareness\[7] in "target rich" sectors, including
K-12 education\[5]. By allowing both open-source
and commercial use, we aim to facilitate the development of tools that support
these critical awareness and protection efforts.
### Bridging the Digital Divide
The unfortunate reality is that too many individuals and organizations have gone
into a frenzy in every facet of our daily
lives\[6]. 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.
### Recent Cybersecurity Attacks
Recent attacks underscore the importance of robust cybersecurity measures:
* The Change Healthcare cyberattack in February 2024 affected millions of
Americans and caused significant disruption to healthcare providers.
* 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.
By 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.
### References
[1] International Counter Ransomware Initiative 2024 Joint Statement
[2] Contec CMS8000 Contains a Backdoor
[3] CISA, FDA warn of vulnerabilities in Contec patient monitors
[4] The Top 10 Health Data Breaches of the First Half of 2024
[5] CISA's K-12 Cybersecurity Initiatives
[7] A Proclamation on Cybersecurity Awareness Month, 2024
[8] Minneapolis school district says data breach affected more than 100,000 people