Frederik von der Heyden

Intelligent Systems

The Operating System

The infrastructure behind all products. AI agents develop software, 121 automatic rules prevent errors before they happen. Monitoring across 76 containers. A system that learns from every mistake and improves itself.

Case Study

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Problem

Software development without systematic quality control leads to recurring errors. Knowledge lives in heads instead of systems. Every bug can happen again because nobody recognizes the pattern.

Solution

AI agent ecosystem with automatic rules that block errors before they reach production. Every bugfix becomes a prevention pattern. Monitoring across all containers, self-healing for known issues.

Result

96% of all quality rules machine-enforced. Errors happen once, never twice. The system learns from every incident and becomes more robust every day.

What the solution does

01

AI Agent Ecosystem

Specialized agents for development, QA, security, DevOps and content. Each agent knows its domain, all share a common knowledge base. Over 40 skills for recurring tasks.

02

121 Automatic Rules

Hook system that blocks errors before they reach production. PII protection, branch guards, build validation, security scanning. 96% of all quality rules are machine-enforced.

03

Self-Learning Processes

Every bugfix, every deployment, every decision is documented and indexed. Error patterns are detected, proven solutions crystallize into permanent rules.

04

Monitoring Across 76 Containers

Prometheus, Grafana, Loki for logs. Uptime Kuma for availability. Automatic health checks every 5 minutes, self-healing for known issues.

Key figures

121

Automatic Rules

76

Monitored Containers

56

AI Skills

7.114

Documents in Vault

Tech stack

Claude CodePrometheusGrafanaLokiDockerCoolifyHetzner

Infrastructure That Thinks Along?

Software development with AI agents, automatic quality rules and self-learning processes.

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Questions, ideas, or a specific project?

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