Axiom Hive Desktop - Standalone Deterministic AI Platform

Version: 1.0.0
License: Commercial

Overview

Axiom Hive Desktop is a standalone application that brings deterministic AI inference with cryptographic verification to your private network. Unlike cloud-based AI systems, Axiom Hive runs entirely on your local machine, ensuring complete data privacy and sovereignty.

Key Features

🔒 Complete Privacy

• No cloud dependency - All processing happens locally
• No data transmission - Your data never leaves your machine
• Offline operation - Works on air-gapped networks

🎯 Deterministic AI

• State-Space Model (SSM) - Mathematical framework for predictable state evolution
• Reproducible results - Same input always produces same output
• Fixed seed inference - Cryptographically deterministic processing

🔐 Cryptographic Verification

• Ed25519 signatures - Every state transition is cryptographically signed
• Hash-chained audit logs - Immutable record of all operations
• Verifiable proofs - Independent verification of all computations

📊 State-Space Architecture

The system implements a linear State-Space Model:

x(t+1) = A*x(t) + B*u(t)
y(t) = C*x(t) + D*u(t)

Where:

• x(t) = State vector at time t
• u(t) = Input vector
• y(t) = Output vector
• A, B, C, D = System matrices

Every state transition is:

1. Computed deterministically
2. Cryptographically signed with Ed25519
3. Stored in local SQLite database
4. Independently verifiable

System Requirements

• OS: Windows 10+, macOS 10.15+, or Linux (Ubuntu 20.04+)
• RAM: 4GB minimum, 8GB recommended
• Storage: 500MB for application + space for database
• CPU: Any modern 64-bit processor

Installation

From Release Package

1. Download the installer for your platform:

   • Windows: Axiom-Hive-Setup-1.0.0.exe
   • macOS: Axiom-Hive-1.0.0.dmg
   • Linux: Axiom-Hive-1.0.0.AppImage or .deb

2. Run the installer and follow the prompts

3. Launch Axiom Hive from your applications menu

From Source

# Clone or extract the source
cd axiomhive-desktop

# Install dependencies
pnpm install

# Build the application
pnpm run build

# Run in development mode
pnpm run dev

# Create distributable packages
pnpm run dist

Usage

1. Dashboard

View system statistics, state vectors, and public keys for verification.

2. New Inference

Submit prompts for deterministic AI processing:

• Enter your query
• Click "Run Inference"
• View results with confidence scores and cryptographic proofs

3. Audit Logs

Review the complete history of all operations with hash-chained verification.

Architecture

┌─────────────────────────────────────────┐
│         Electron Desktop App            │
├─────────────────────────────────────────┤
│  ┌──────────────┐   ┌───────────────┐  │
│  │   Renderer   │   │  Main Process │  │
│  │   (HTML/JS)  │◄──┤   (Node.js)   │  │
│  └──────────────┘   └───────┬───────┘  │
│                              │          │
│  ┌──────────────────────────▼────────┐ │
│  │    Embedded Express Server        │ │
│  ├───────────────────────────────────┤ │
│  │  • REST API Endpoints             │ │
│  │  • State-Space Model (SSM)        │ │
│  │  • Local Inference Engine         │ │
│  │  • Cryptographic Signing          │ │
│  └───────────────┬───────────────────┘ │
│                  │                      │
│  ┌───────────────▼───────────────────┐ │
│  │      SQLite Database              │ │
│  ├───────────────────────────────────┤ │
│  │  • Inference Jobs                 │ │
│  │  • State Transitions              │ │
│  │  • Audit Logs                     │ │
│  └───────────────────────────────────┘ │
└─────────────────────────────────────────┘

Database Schema

inference_jobs

Stores all inference requests and results.

state_transitions

Records every SSM state transition with cryptographic proofs.

audit_logs

Hash-chained log of all system events for compliance and verification.

API Endpoints

The embedded server runs on http://localhost:3737 and provides:

• GET /api/stats - System statistics
• POST /api/inference - Submit inference request
• GET /api/inference/:id - Get inference job details
• GET /api/audit - Retrieve audit logs
• POST /api/verify - Verify cryptographic signature
• POST /api/reset - Reset system state

Security

Cryptographic Guarantees

• Ed25519 signatures on all state transitions
• SHA-256 hashing for audit log chain
• Deterministic key generation from system entropy

Data Privacy

• All data stored locally in SQLite
• No network requests to external services
• Database encrypted at rest (OS-level encryption recommended)

Verification

Any third party can independently verify:

1. State transition signatures using the public key
2. Audit log chain integrity via hash verification
3. Deterministic inference reproducibility with seed values

Licensing

This is commercial software. Purchase includes:

• Perpetual license for one machine
• All updates for version 1.x
• Technical support for 1 year
• Source code access (optional enterprise tier)

Support

• Documentation: https://axiomhive.com/docs
• Email: support@axiomhive.com
• Enterprise: enterprise@axiomhive.com

Roadmap

Version 1.1 (Q1 2026)

• Custom knowledge base integration
• Batch inference processing
• Export/import functionality

Version 2.0 (Q2 2026)

• FHE (Fully Homomorphic Encryption) support
• Distributed state synchronization
• Advanced visualization tools

Technical Details

State-Space Model Implementation

The SSM uses a 2-dimensional state vector:

• x[0] = Inference quality metric
• x[1] = Confidence level

Transition matrices:

A = [[0.95, 0.05],    # State transition with decay
     [0.05, 0.95]]

B = [[1.0],           # Input influence
     [0.5]]

C = [[1.0, 0.5]]      # Output mapping

D = [[0.1]]           # Feedthrough

Local Inference Engine

Uses rule-based processing with:

• Template matching
• Deterministic RNG (Linear Congruential Generator)
• Prompt hashing for input normalization

Building from Source

# Development
pnpm run dev

# Production build
pnpm run build
pnpm run start

# Create installers
pnpm run dist:win    # Windows
pnpm run dist:mac    # macOS
pnpm run dist:linux  # Linux

License

Copyright © 2025 Axiom Hive. All rights reserved.

This software is licensed for commercial use. Redistribution, modification, or reverse engineering is prohibited without explicit written permission.

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Built with: Electron, TypeScript, SQLite, Express, Ed25519