AI strategy · AI engineering · product · transformation — Berlin & Poland · DE · EN · PL
I build AI that runs operations — and improves how it runs them. Leadership-level AI strategy, my own architecture, my own infrastructure, and ownership all the way into production.
Advise. Build. Run. Improve. ↻
- Recursive self-improvement for operating businesses — agent fleets that capture their own lessons, review their workflows and propose amendments, with humans approving every change
- Teams of AI agents instead of flowcharts — custom workflows run by herds of agents (I used to build automations with n8n)
- Odoo-based solutions wired to AI agents
- Private AI infrastructure — an 8-node NVIDIA DGX Spark cluster + 4× RTX 3090, 22 agents running, all self-hosted
Recent work at machine-machine
| Repo | |
|---|---|
| herdr-factory-loop-skill | m2herd — herds of AI coding agents in a spec-driven factory loop |
| fleet-playbook | Operating model for autonomous AI organisations |
| openclaw-m2-memory-skill | Long-term memory for agents (Qdrant + BGE-M3) |
| ask-fable-skill | Delegate hyper-complex tasks to a Claude Code worker inside herdr |
15+ years in software, AI and digital transformation: founder of appBauer (P&G, Breitling, ADAC, Telekom), Senior PM at Babbel, freelance agile & transformation coach for corporates in retail, automotive, banking and pharma, co-founder & CAIO of unhamster, founder of Machine.Machine. Currently AI consultant & tech partner via grait.io and AI engineering trainer at Markant.
Request an AI diagnosis → hi@grait.io · grait.io · grait.io/de · LinkedIn