Transparent pricing announced: €500 / year (or €49 / month) for students & individuals · €5,000 / seat for companies with full source code license.
Private AI on Your Own Servers: Keep Company Data Off Big Tech Clouds
Protect sensitive company and customer data from being sent to external third-party API aggregators. Learn how to deploy self-hosted Fast-Whisper transcription, Kokoro TTS voice generation, and private encrypted vector search on affordable dedicated Linux servers.
All-Access Pass: €500/yr (or €49/mo) for students & individuals · €5,000/seat for company engineering teams. 0€ deposit to join waitlist.
What you'll master
Deploy Fast-Whisper audio transcription containers with CPU and GPU acceleration
Configure local neural text-to-speech pipelines using Kokoro
Encrypt customer knowledge ledgers at rest in PostgreSQL 17
Attain complete data sovereignty and zero reliance on proprietary US cloud endpoints
Curriculum Syllabus
3 Lessons across 1 Structured Modules
Preview Module: Self-Hosted AI SetupPrivate AI Setup: Deploying Local Whisper & Vector Memory
Private AI Setup: Deploying Local Whisper & Vector Memory
Server selection, containerized Whisper speech-to-text, and local PostgreSQL pgvector setup.
- 1.11.1 Hardware Sizing: Running Fast Local Models for Under €40/Month25 min Free Preview
- 1.21.2 Deploying Fast-Whisper on Local Endpoints35 min Free Preview
- 1.31.3 Encrypted Vector Storage: Keeping Embeddings on Your VPS30 min Free Preview
Learn the sovereign craft or hire Dan & Wolfitway to build it.
Nobody shares a spec sheet. Founders share breakthroughs that actually work. Whether you want to master deterministic systems yourself or skip 6 months of trial-and-error by hiring us, here is how you move forward:
Master Sovereign Systems & Code
Study the exact engineering architecture we use at Wolfitway. Learn to build compiled Rust backends, deterministic AI pipelines, and zero-SaaS architectures at your own pace.
- Full access to course syllabus & runnable code repos
- Transparent pricing: €500/yr (€49/mo) or €5,000 corporate seat
- Verified Certificate of Mastery upon capstone completion
Hire Dan & Wolfitway to Build It
Don't have 6 months to master Rust, PostgreSQL state machines, and spend-guard rails? We build, test, and deploy sovereign software directly on your own servers in 2–6 weeks.
Frequently Answered Questions
Direct, honest answers about sovereign software engineering, deterministic AI, frontend flexibility, and working with Wolfitway.
Why build sovereign software instead of paying monthly SaaS rent?
Traditional SaaS models extract escalating per-seat fees ($30–$400/seat/mo) for simple wrappers around databases and APIs. Sovereign engineering gives you 100% intellectual property ownership on your own VPS (€14–€20/mo) with zero recurring licensing tolls, sub-200ms latency, and absolute GDPR data sovereignty.
Why do you reject "autonomous AI agents" in favor of deterministic pipelines?
Most unconstrained "autonomous agents" today are fragile while-loops that hallucinate, drift from instructions, and get stuck in recursive loops that burn API credits while you sleep. We engineer deterministic state machines: AI is invoked only within strict, bounded transitions with hard daily euro spend caps, 7-day cryptographic input caches, and Meilisearch refusal guardrails. It never loops out of control.
Can our engineering team use React or Next.js instead of Vue/Nuxt?
Yes, absolutely. Our compiled Rust (Loco/Axum) backend and PostgreSQL 17 data layer communicate via clean REST and WebSocket contracts that power Vue 3 / Nuxt 4 or React / Next.js equally well. From 15+ years in the trenches, our only hard rule is keeping Svelte out of complex enterprise state until its reactivity store roadmap undergoes a fundamental shift.
Can I hire Dan and the Wolfitway studio directly instead of taking the course?
Yes. Many founders and CTOs study our curriculum to verify our engineering craft, then hire us to bypass months of development. We ship complete, production-ready MVPs in 4–6 weeks for a fixed €18,000, and bespoke high-converting websites in 2 weeks for €4,500. All with full code handover on your servers.
Dan-Ioan Drăguța
Founder of Wolfitway, creator of Wolfitway OS, and architect of sovereign software systems across Rust, Nuxt, and generative AI. 15+ years of systems engineering, zero corporate BS.