a company of one.
The agentic-AI tooling is real but uneven — and in Germany the legal form decides as much as the tech. A top-down survey of what's shipping, what's hype, and what's lawful.
the build is the easy half. the company is the hard half.
One reading for the technical founder shipping product; one for the same person deciding how to incorporate, get taxed, and stay compliant in the EU — then a staged plan that puts them in order.
running a company with agents
The 2024–2026 ecosystem mapped onto company functions — and an honest line between what's shipping and what's a bet by interested parties.- gstack vs. paperclip vs. OpenClaw — build, orchestrate, work
- Function-by-function maturity, strategy down to HR
- Reliability, accountability & the security trifecta
the legal & tax reality
Freiberufler vs. Gewerbe, GmbH vs. UG, and why an Estonian OÜ or US LLC rarely saves tax when you live and manage from Hamburg.- Legal forms & the Abfärbetheorie trap
- Place-of-effective-management & CFC backstops
- EU AI Act + GDPR — your likely posture as a deployer
the staged plan
Both halves distilled into an order of operations — with the thresholds that should trigger you to widen scope or call in a professional.- Build first, govern second, gate the irreversible
- The ~95%-on-messy-inputs bar for full automation
- When to book a Steuerberater — and when to escalate
four figures that frame the bet
Two on what the tooling can and can't do, two on what it costs to be wrong.
Success of a 20-step workflow at 95% per-step reliability. Error compounds.
Failure rates across 7 multi-agent frameworks (MAST, NeurIPS 2025).
Combined tax on distributed GmbH profit; ~30% if retained.
Of agentic-AI projects Gartner expects cancelled by end of 2027.
übung 1 — die linie
Why "95% reliable" is not reliable: per-step success compounds. The line falls from 100% to about 36% by step twenty. This — not model quality — is the core unsolved problem.
übung 2 — die fläche
Maturity by company function. Solo leverage is concentrated in engineering, content and support; finance, legal and accountability remain thin — the parts a human still has to own.
the tooling is real but uneven.
Part 1 — the available-today win is a human firmly in the loop on anything irreversible.