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ML Engineer, Agents & Reasoning
Summary by AIEngineer.careers
ML Engineer, Agents & Reasoning is a Machine Learning Engineer role (full-time). with Dunia. in BERLIN, DE. Imported listing (source: atlas.now). Apply on the employer's site (atlas.now).
Imported listing (source: atlas.now) · Apply on atlas.now
BERLIN · DE
—
Full-time
SENIOR
The sections below reproduce the third-party job description for reference. AIEngineer.careers does not write or control this text.
Imported job description
Sourced from atlas.now
Dunia is hiring an ML Engineer to build agentic AI systems that reason, plan, and act within real materials discovery workflows. You will design agents that operate over experiments, simulations, and scientific datasets, making decisions under uncertainty and recovering from failure. The role sits at the boundary between cognition and control, requiring close collaboration with AI researchers, lab teams, and software engineers to turn models into executable actions.
Responsibilities
- Design and implement agentic systems that plan, reason, and act across materials discovery workflows
- Develop agents that operate over experiments, simulations, and scientific datasets, selecting next actions under uncertainty
- Define how autonomy is scoped, when humans stay in the loop, and how decisions are escalated
- Implement planning, control logic, and uncertainty-aware decision-making tailored to physical systems
- Encode operational, experimental, and safety constraints directly into agent behavior
- Define stopping criteria, fallback strategies, and recovery mechanisms to prevent brittle behavior
- Collaborate closely with AI researchers to embed predictive models into agent workflows
- Work with lab, automation, and software teams to connect agents to real experimental and simulation systems
- Ensure agent outputs translate into executable actions, not just recommendations
D
Dunia
Unknown · XX
No reliable company profile for a company named “Dunia” was present in the returned search results. The available results instead concern other companies, including Apheris, Oetker entities and PŸUR.
