AI in practice
LLMs and ML with measurable value in real products — with evaluation and guardrails, not a demo that tips over in week two.
Software Engineer · Freelance · Remote / Germany
RAG systems, agent-ready codebases and the infrastructure they stand on — designed, built and run by one senior engineer who answers for the whole thing.
Embedded as a senior in your team — or the person you bring in when it really matters.
LLMs and ML with measurable value in real products — with evaluation and guardrails, not a demo that tips over in week two.
Tooling, conventions and clear default paths that make the whole team faster and happier — humans and AI agents alike. An effect that compounds with every working day.
Features end to end — from the database schema to the pixels users see. Typed, tested and built so the next person can maintain them.
Resilient, observable systems that scale predictably and tolerate failure. Infrastructure you can understand — and afford.
CI/CD and release engineering that turn “works on my machine” into reliably shipped software every time — without late-night emergencies.
Architecture reviews, second opinions and pragmatic roadmaps — from someone who has made these calls often enough to know how they play out.
Two projects, documented in full — architecture, decisions, numbers.
Architected and built sustaind's document-ingestion worker — a fault-tolerant pipeline that turns scanned PDFs, legacy Office files and huge spreadsheets into semantically grouped chunks, each traceable to the exact source pixels. Zero silent failures in production.
Architected and drove the consolidation of seven repositories into one agent-ready Nx monorepo — three commands from clone to a running product on a local Kubernetes cluster, and one path to production instead of five.
I am Bastian Schöntag — a software engineer. I turn fuzzy problems into systems that run, and keep running.
Mostly I get called when a system has to land: a pipeline that keeps breaking, infrastructure that costs too much, an AI feature stuck at the demo stage. Those are exactly the problems I like: concrete, honest, solvable.
Tell me what you are building and where it is stuck. I will tell you how I would approach it — a clear answer, no marketing, no obligation.