← Back to Academy CatalogIn Development · Target Late 2026

🚧IN ACTIVE DEVELOPMENT · TARGET LAUNCH: Late 2026

Transparent pricing announced: €500 / year (or €49 / month) for students & individuals · €5,000 / seat for companies with full source code license.

Join Waitlist🔔

Coming SoonTarget: Late 2026 · In Development Level: Advanced 📜 Certificate of Mastery

Sovereign AI Systems Architecture

Learn how to emancipate your technical infrastructure from OpenAI, AWS Bedrock, and recurring cloud subscriptions. Walk through complete, battle-tested setups of local high-throughput inference (vLLM, Ollama), Fast-Whisper audio transcription, Kokoro TTS voice generation, and private encrypted vector ledgers on affordable dedicated bare-metal servers.

// Wolfitway Sovereign Architecture Runtime

fn boot_engine() -> Result<SovereignNode> {

let node = BareMetalCluster::init("hetzner-ccx23")?;

node.mount_pgvector("postgresql://sovereign_17")?;

println!("⚡ 14,200 req/sec benchmark online");

Ok(node)

}

Sovereign AI Systems Architecture 4K Code Walkthrough

Early Access Waitlist Target Late 2026

All-Access Pass: €500/yr (or €49/mo) for students & individuals · €5,000/seat for company engineering teams. 0€ deposit to join waitlist.

Join Early Access Waitlist🔔Need custom build now? (€18k) →

What you'll master

Provision and secure dedicated bare metal servers running Ubuntu Linux & Docker

Deploy vLLM and Fast-Whisper containers with GPU/CPU acceleration

Architect sub-millisecond local Unix domain socket IPC pipelines

Store customer knowledge and embeddings in encrypted PostgreSQL 17 tables

Cut enterprise AI operating costs by up to 92% compared to proprietary SaaS

Attain absolute regulatory GDPR compliance with zero external data transmissions

Curriculum Syllabus

5 Lessons across 3 Structured Modules

Preview Curriculum Player→

1. Bare-Metal Infrastructure & Host Sizing

Dedicated Hardware, Host Topology & Networking

4.0 Hours · 5 Lessons

Server selection, Hetzner/OVH bare-metal provisioning, kernel parameters, and network security.

1.11.1 Bare-Metal Topology & The €14/Month Thesis
22 min Free Preview
1.21.2 Linux Kernel Tuning for High-Concurrency AI
34 min Free Preview

2. High-Performance Local Model Serving

vLLM, Fast-Whisper & Kokoro TTS Pipelines

5.5 Hours · 7 Lessons

Deploying high-throughput model engines, quantized weights (AWQ / GGUF), and private streaming endpoints.

2.12.1 Deploying Fast-Whisper on Local Endpoints
40 min
2.22.2 Kokoro Neural Text-to-Speech Integration
36 min

3. Hardening, Encryption & Production Runbooks

mTLS Reverse Proxies, Encryption-at-Rest & Disaster Recovery

6.5 Hours · 8 Lessons

Caddy automated HTTPS, rate limiting, intrusion defense, backup scripts, and high-availability failover.

3.13.1 Automated Encrypted Backups & Disaster Recovery
42 min

The 2026 Sovereign Blueprint

From Fragile SaaS Dependencies to Sovereign Code Ownership

Every business software stack is currently being taxed by subscription middlemen who charge $30–$400/seat just to proxy API calls to public AI clusters. The sovereign approach reverses this: you run private models, private databases, and private Rust engines on dedicated hardware. You retain 100% of your customer data, 100% of your performance, and 100% of your revenue.

Join Early Access Waitlist → Need custom software built? Work with Dan →

🐺

Course Instructor & Architect

Dan-Ioan Drăguța

Founder of Wolfitway, creator of Wolfitway OS, and architect of sovereign software systems across Rust, Nuxt, and generative AI.