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Custom AI Workflows

AI workflow automations — from local behind-firewall solutions for BMW to personal assistants and generative pipelines

YearSince 2024

ServicesWorkflow Automation, AI Integration, Security Architecture, Generative AI Pipelines

Tech Stack

n8nTrigger.devClaude CodeVS CodeOllamaOpenAIComfyUICustom LoRAStructured Output (JSON)

Results

Multi-ModelAI Integration

EnterpriseSecurity Grade

Local-FirstArchitecture

The Challenge

Enterprise environments like BMW demand the highest security standards — you can't just connect an internal database to an external API. On the other side, personal and consumer tools need to be cost-efficient while still being smart enough for complex tasks.

The Solution

For enterprise: fully local workflows running behind firewalls using n8n with Docker and Ollama as a local LLM. For consumer tools: structured JSON output that lets lighter, cheaper API models handle complex tasks reliably. Current pipeline: Claude Code in VS Code → Trigger.dev deployment, with model selection based on the specific use case. ComfyUI pipelines for generative work including custom LoRA training.

Hero Visual

Hero Visual

Emil Vorbrugg - Custom weekly planner AI agent for Augenzentrum München Ost

Custom weekly planner agent for Augenzentrum München Ost

Emil Vorbrugg - Trigger.dev workflow automation dashboard showing task execution status

Trigger.dev workflow automation dashboard

Emil Vorbrugg - Custom LoRA trained on Emil Vorbrugg, high-fidelity upscaled portrait

Custom LoRA trained on myself

Emil Vorbrugg - Custom LoRA trained portrait generation

Custom LoRA portrait

Emil Vorbrugg - AI-generated BMW concept car interior using custom trained LoRA model

BMW concept interior — custom LoRA training

Emil Vorbrugg - ComfyUI workflow for consistent character generation using ControlNet and pose detection

Consistent character generation workflow

Emil Vorbrugg - n8n workflow for daily GitHub trending repositories with AI-powered summaries

Daily GitHub trending automation with AI summaries

Emil Vorbrugg - ComfyUI node-based workflow for InstantID and ControlNet integration

ComfyUI InstantID workflow

Emil Vorbrugg - Telegram bot workflow automation

Telegram workflow automation

Emil Vorbrugg - Dayana character lookbook showing turnaround and poses

Dayana character lookbook

Emil Vorbrugg - AI-generated romantic scene with Dayana character

Dayana romance scene

Emil Vorbrugg - Dayana expressive theatre performance scene

Dayana theatre performance

Emil Vorbrugg - AI-generated storyboard for Tom in Alaska scene

Tom in Alaska storyboard

Emil Vorbrugg - Consistent character lookbook for Tom showing multiple poses and angles

Tom character lookbook — consistent character generation

Emil Vorbrugg - Tom character turnaround in illustrated line art style

Tom character turnaround — ligne claire style

Emil Vorbrugg - AI-driven light object with shader interface

Lichtobjekt

Describe a mood — watch it come to light