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WOLFITWAY

Wolfitway · Timișoara

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Coming soon Planned: Late 2026 Level: Founder & Engineer Friendly3 lessons

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.

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One email when it opens, with a free preview lesson. Nothing to pay now.

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What you'll learn

1

Deploy Fast-Whisper audio transcription containers with CPU and GPU acceleration

2

Configure local neural text-to-speech pipelines using Kokoro

3

Encrypt customer knowledge ledgers at rest in PostgreSQL 17

4

Attain complete data sovereignty and zero reliance on proprietary US cloud endpoints

What's inside

3 lessons in 1 modules

Try a free lesson
Preview Module: Self-Hosted AI Setup

Private AI Setup: Deploying Local Whisper & Vector Memory

Server selection, containerized Whisper speech-to-text, and local PostgreSQL pgvector setup.

  • 11.1 Hardware Sizing: Running Fast Local Models for Under €40/MonthSelecting hardware for local speech and text models without overpaying for enterprise cloud GPU instances.
    25 min Free preview
  • 21.2 Deploying Fast-Whisper on Local EndpointsRunning containerized Whisper models with sub-second batch transcription speeds over local Unix sockets.
    35 min Free preview
  • 31.3 Encrypted Vector Storage: Keeping Embeddings on Your VPSConfiguring PostgreSQL 17 + pgvector behind strict firewall rules with zero external SaaS leakage.
    30 min Free preview
Before you buy

Questions

Straight answers about access, payment and how the course works.

Why run local models instead of paying for OpenAI APIs?

For companies handling proprietary code, medical records, or confidential client data, sending unencrypted inputs to third-party cloud APIs poses major compliance and regulatory risks. Self-hosting models ensures zero bytes leave your dedicated hardware.

When does it open?

The plan is Late 2026. Join the waitlist and you get one email when it opens, with a free preview lesson. No spam, unsubscribe in one click.

Dan-Ioan Drăguța
Your teacher

Dan-Ioan Drăguța

Founder of Wolfitway. 15+ years building software; today I make websites and AI video ads for clients, and I teach the exact workflow I use.