grimlock/README_OLD.md

Grimlock

AI-Native Company Operating System
Your team's AI companion. One interface. All your context. Infinite intelligence.

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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)

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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

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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)

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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   │
└─────────────────────────────────────────────────┘

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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

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Getting Started

Quick Start (Docker Compose)

# 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

# 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 for detailed instructions.

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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

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Roadmap

Phase 1: MVP (Current - Month 3)

• 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

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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

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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.

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Contributing

We welcome contributions! See CONTRIBUTING.md for guidelines.

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License

[License TBD - Likely dual license: OSS for self-hosted, commercial for managed hosting]

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Contact

Project Owner: JA @ Vector Zulu LLC
Repository: https://gittea.979labs.com/amitis55/grimlock
Company: Vector Zulu LLC

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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

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Built with ❤️ by Vector Zulu
Transforming companies through AI-native operations

Grimlock - AI-native company operating system. The Jarvis for modern businesses.