# Grimlock > **AI-Native Company Operating System** > *Your team's AI companion. One interface. All your context. Infinite intelligence.* --- ## What is Grimlock? Grimlock is an AI-powered operating system for modern companies. It's like having Jarvis (from Iron Man) for your entire organization - an intelligent assistant that knows everything about your company, can access all your internal systems, and generates any artifact on-demand. **The Problem:** - Knowledge workers waste 60-80% of their time finding files, asking for updates, manual data entry, scheduling, and formatting documents - Current tools (Slack, Notion, ChatGPT) are disconnected and lack company context - AI assistants are generic and can't access internal systems - Companies are locked into Microsoft/Google ecosystems **The Solution:** One AI interface that: - ✅ Knows everything about your company - ✅ Connects to all your internal systems - ✅ Generates documents, spreadsheets, code, presentations on-demand - ✅ Works for everyone (BD, engineering, ops, finance, assistants) - ✅ Self-hosted for data sovereignty - ✅ Platform-agnostic (not locked to MS/Google) --- ## Key Features ### 🤖 AI-Native Interface - Natural language interaction with company-aware AI - Context preserved across conversations - Role-based responses (BD gets BD-focused, engineers get technical) ### 🔌 Universal Connectors - Git repositories (GitHub, GitLab, Gitea) - Databases (PostgreSQL, MySQL, MongoDB) - File storage (MinIO, S3, local filesystems) - Calendar systems - Project management tools - Custom internal tools via plugin architecture ### 📄 Artifact Generation - Documents (Markdown, PDF) - Spreadsheets (CSV, JSON - no Excel dependency) - Code (any language) - Presentations - Reports and dashboards ### 🏢 Multi-Tenant Architecture - Self-hosted on customer infrastructure - Complete data sovereignty - Role-based access control - SSO integration ### 🔒 Security First - All data stays on customer infrastructure - Encrypted at rest and in transit - Audit logs for compliance - SOC2, HIPAA-ready architecture --- ## Use Cases ### For Engineers ``` Engineer: @grimlock I need to build a payment processing system for construction invoices Grimlock: Based on Vector Zulu patterns, this maps to the UTILEN + Finance Infrastructure patterns: Core Stack: FastAPI + PostgreSQL + Redis + Celery Key Patterns: Multi-tenant isolation, background job processing, audit trails Cost Estimate: ~$3-5/transaction for AI processing Timeline: 30 days to working prototype Should I generate the project scaffold? ``` ### For Business Development ``` BD: @grimlock create a capabilities deck for a prospective cyber range client Grimlock: [Generates PDF] Created: VectorZulu-CyberRange-Capabilities-2026-02.pdf Download: [link] ``` ### For Executives ``` Exec: @grimlock summarize all active projects and their status Grimlock: Active Projects Summary: UTILEN (Document Management) - Production, 499 docs processed Vector Zulu Platform (Cyber Range) - K3s deployment in progress Blockchain Platform - Architecture phase Full report: [link to generated document] ``` ### For Operations ``` Ops: @grimlock generate January infrastructure cost report Grimlock: [Generates spreadsheet with cost breakdown] Total: $2,847 Breakdown: AI APIs ($1,200), Hosting ($897), Network ($750) Recommendations: Consider tier upgrade for AI API (ROI positive) ``` --- ## Architecture ``` ┌─────────────────────────────────────────────────┐ │ Grimlock Web Interface │ │ (React/Next.js - ai.yourcompany.com) │ └─────────────────┬───────────────────────────────┘ │ ┌─────────────────▼───────────────────────────────┐ │ Grimlock Core │ │ (FastAPI Backend) │ │ │ │ ┌─────────────┐ ┌──────────────┐ │ │ │ AI Layer │ │ Context │ │ │ │ (Claude) │ │ Manager │ │ │ └─────────────┘ └──────────────┘ │ │ │ │ ┌─────────────┐ ┌──────────────┐ │ │ │ Artifact │ │ Connector │ │ │ │ Generator │ │ Engine │ │ │ └─────────────┘ └──────────────┘ │ └─────────────────┬───────────────────────────────┘ │ ┌─────────────────▼───────────────────────────────┐ │ Company Data Sources │ │ (via Connectors) │ │ │ │ • Git Repos • Databases • File Storage │ │ • Calendars • Project Mgmt • Custom APIs │ └─────────────────────────────────────────────────┘ ``` --- ## Tech Stack **Backend:** - FastAPI (Python) - API server - PostgreSQL - Metadata and user data - Redis - Caching and task queue - Celery - Background job processing - Anthropic Claude API - AI reasoning **Frontend:** - React/Next.js - Web interface - TailwindCSS - Styling - WebSocket - Real-time updates **Deployment:** - Docker/Docker Compose - Containerization - Kubernetes - Production orchestration (optional) - Self-hosted on customer infrastructure **Connectors:** - Plugin architecture for extensibility - Pre-built connectors for common systems - Custom connector SDK --- ## Getting Started ### Quick Start (Docker Compose) ```bash # Clone the repository git clone https://gittea.979labs.com/amitis55/grimlock.git cd grimlock # Set up environment variables cp .env.example .env # Edit .env with your configuration # Start Grimlock docker-compose up -d # Access at http://localhost:3000 ``` ### Manual Installation ```bash # Backend cd backend python -m venv venv source venv/bin/activate pip install -r requirements.txt python main.py # Frontend cd frontend npm install npm run dev ``` See [Installation Guide](docs/installation.md) for detailed instructions. --- ## Project Structure ``` grimlock/ ├── backend/ # FastAPI backend │ ├── api/ # API endpoints │ ├── core/ # Core business logic │ ├── connectors/ # Data source connectors │ ├── ai/ # AI integration layer │ └── artifacts/ # Artifact generation ├── frontend/ # React frontend │ ├── components/ # UI components │ ├── pages/ # Next.js pages │ └── lib/ # Utilities ├── connectors/ # Connector plugins │ ├── git/ # Git connector │ ├── database/ # Database connector │ └── ... ├── docs/ # Documentation ├── docker/ # Docker configurations └── scripts/ # Deployment scripts ``` --- ## Roadmap ### Phase 1: MVP (Current - Month 3) - [x] Repository setup - [ ] Core backend (FastAPI + Claude integration) - [ ] Basic web interface - [ ] Git connector (read-only) - [ ] Document generation (Markdown, PDF) - [ ] Spreadsheet generation (CSV, JSON) - [ ] Deploy internally at Vector Zulu ### Phase 2: Beta (Month 4-6) - [ ] Mobile apps (iOS, Android) - [ ] Desktop app (Electron) - [ ] Connector architecture framework - [ ] 10+ pre-built connectors - [ ] Admin dashboard - [ ] Multi-tenant support - [ ] 5-10 beta customers ### Phase 3: Production (Month 7-12) - [ ] Advanced artifact generation - [ ] Workflow automation - [ ] SSO integrations - [ ] Compliance features (SOC2, HIPAA) - [ ] Self-service onboarding - [ ] Public launch ### Phase 4: Scale (Year 2+) - [ ] White-label options - [ ] Enterprise features - [ ] API marketplace - [ ] AI model flexibility - [ ] Advanced analytics --- ## Business Model **Self-Hosted License:** - $50-150/user/month - Deploy on customer infrastructure - Include support and updates **Managed Hosting:** - $100-200/user/month - We host on Vector Zulu infrastructure - Full management and support **Professional Services:** - Custom connector development - Implementation and training - Enterprise support --- ## Why Grimlock? **The name:** Grimlock is a powerful Transformer - representing transformation of how companies operate. Just as Grimlock is a leader among Transformers, this platform transforms company operations. **The mission:** Eliminate bullshit work. Empower knowledge workers. Make AI-native operations accessible to every company. **The vision:** Every company runs on AI-native infrastructure where the AI is the interface to everything. --- ## Contributing We welcome contributions! See [CONTRIBUTING.md](CONTRIBUTING.md) for guidelines. --- ## License [License TBD - Likely dual license: OSS for self-hosted, commercial for managed hosting] --- ## Contact **Project Owner:** JA @ Vector Zulu LLC **Repository:** https://gittea.979labs.com/amitis55/grimlock **Company:** Vector Zulu LLC --- ## Case Study: Vector Zulu Grimlock was born from Vector Zulu's need to eliminate operational overhead. We built UTILEN (an enterprise document management system) in 30 days using AI-assisted development - a project others quoted at 18 months. We realized the AI workflows we developed could transform how any company operates. Vector Zulu serves as Grimlock's pilot customer, validating every feature in a real production environment serving K-12 cybersecurity education and commercial cloud services. **Results:** - 10x faster project delivery - 80% reduction in "where's that file?" questions - Zero Microsoft Office dependencies - Engineers spend time engineering, not finding documents - BD team self-serves on technical content --- **Built with ❤️ by Vector Zulu** *Transforming companies through AI-native operations* Grimlock - AI-native company operating system. The Jarvis for modern businesses.