PZ

Engineering Manager · AI Enablement

Philip Zuschlag

Engineering Manager with a hands-on engineering background, leading multiple project teams at idealo.

I build the systems, increasingly AI-powered, that help teams do their best work.

My focus is enabling teams, building management systems, and bringing AI into real workflows as a practical way to make people and systems better.

10+ years in engineering Engineering leadership AI enablement Berlin

About

How I work

A short take on what drives me and how I approach leadership, systems, and AI.

Hi, I'm Philip.

A decade of hands-on software development still shapes how I lead. It's why I care as much about the systems around a team as about the code they ship.

I like making the implicit explicit: turning things I take for granted into systems, automations, and documentation others can rely on. Lately that means bringing AI into everyday workflows in ways that genuinely help, not just as a buzzword.

My interests lie at the intersection of technology, people, and systems.

Log book

What I’m exploring

A snapshot of what I'm currently exploring and experimenting with.

actively building

AI enablement for teams

Bringing AI into how teams actually work, from AI-assisted coding to workflow automation, and building the habits and guardrails that make it stick.

in production

Management & reporting systems

Designing lightweight systems that make team work visible: automated briefings and reporting that surface priorities without manual effort.

experimenting

AI-powered automation

Experimenting with LLM-driven agents and automations that remove friction, from daily briefings to home automation as a personal playground.

Journey

Experience

From writing my first code to leading teams and driving AI enablement. Select a milestone to see the details.

Payload

Selected work

A few systems I've built that reflect how I think about AI enablement, automation, and making work visible.

AI Team Briefing & Reporting

Automation • LLMs

A system that generates automated team briefings and reporting, powered by workflow automation and LLMs. Surfaces daily priorities and status without manual effort: a management system that runs itself.

n8n LLMs Automation

Home Automation AI Agent

LangChain • Agents

A personal playground: an LLM-driven agent that orchestrates smart-home devices through natural language, wired up via Telegram. Where I experiment with agent architectures hands-on.

LangChain n8n Telegram

AI-Assisted Knowledge Base

Docs • AI

A single source of truth built and maintained with AI-assisted tooling, turning scattered, implicit knowledge into structured documentation a team can rely on.

AI tooling Documentation Automation