Rescale
engineering and scientific discovery
ApplicationsEngineers,AgenticWorkflows
Neural analysis suggests this role is
optimal for Mid+ candidates.
“Applications Engineers, Agentic Workflows at Rescale. Skills: Agentic Workflows, AI Physics capabilities, agent-based capabilities, engineering tools, engineering workflows, Python. Build and ship agent-driven automation across engineering and CAE workflows. Design and implement agents that interact with engineering tools, simulation data, and workflows”
What You'll Achieve.
ensuring what gets built is reliable, repeatable, and productizable; Work done in customer environments must translate into reusable product capabilities rather than one-off solutions; Close gaps between real workflows and platform capabilities, feeding concrete learnings back into product direction; AI Agent Applications Engineers ensure that agent-based automation is not just experimental, but reliable, usable, and embedded into real engineering workflows; Your work will directly influence how engineering organizations adopt agent-driven automation, and will shape the core capabilities that become part of the platform
Industry & Context.
solving complex challenges; Debug and resolve issues across agent logic, tool execution, data handling, and orchestration
Occasional travel to customer sites for deep technical working sessions or critical milestones
What They're Looking For.
Must Have
software engineering fundamentals, with heavy emphasis on Python, Hands-on experience building automation around engineering or technical software, Familiarity with CAE workflows, simulation data, and solver-driven processes, Experience building or deploying agent-based or LLM-driven systems, Experience orchestrating tools, scripts, or workflows across multiple systems, Ability to design deterministic, reliable automation around complex tools, Experience turning internal automation into reusable, product-grade components, Comfortable debugging across tool execution, data handling, and orchestration layers
What You'll Do.
Build and ship agent-driven automation across engineering and CAE workflows
Design and implement agents that interact with engineering tools
Encode engineering workflows as structured
agent-executable steps with clear inputs
Integrate agents into end-to-end pipelines as reusable capabilities rather than one-off scripts
Harden early agent use cases into deterministic
production-ready systems
Debug and resolve issues across agent logic
Work directly with customer engineers to understand real workflows and technical constraints
Close gaps between real workflows and platform capabilities
feeding concrete learnings back into product direction
Operate as a builder first
with the ability to be forward-deployed on critical engagements when needed
How You'll Work.
Team & Collaboration
Work directly with platform and AI teams to design and ship agent-based capabilities; Work closely with customers to apply these agents to real workflows; Work directly with customer engineers to understand real workflows and technical constraints
Communication Scope
customer-facing
Full Job Description
ABOUT RESCALE Rescale is pioneering the future of engineering and scientific discovery. As the leader in digital engineering, we’re transforming how products are developed—through intelligent automation, applied AI, data management, and the integration of the world’s largest network of engineering and R&D applications. Joining Rescale means becoming part of a diverse, collaborative, and mission-driven team that’s unlocking faster innovation across industries like aerospace, energy, life sciences, and manufacturing. We’re solving complex challenges that traditional HPC can’t—and we’re seeking passionate, curious minds to help build the next wave of breakthroughs We are seeking a highly motivated Application Engineer, Agentic Workflows to help build and deliver the next generation of AI Physics capabilities at Rescale! You will work directly with platform and AI teams to design and ship agent-based capabilities that operate on real engineering tools and data. You will also work closely with customers to apply these agents to real workflows, ensuring what gets built is reliable, repeatable, and productizable. The role is customer-facing, but product-first. Work done in customer environments must translate into reusable product capabilities rather than one-off solutions. This role is ideal for engineers who enjoy building real systems, integrating with complex engineering software, and turning early agent prototypes into durable platform capabilities. WHAT YOU’LL DO - Build and ship agent-driven automation across engineering and CAE workflows - Design and implement agents that interact with engineering tools, simulation data, and workflows - Encode engineering workflows as structured, agent-executable steps with clear inputs, outputs, and guardrails - Integrate agents into end-to-end pipelines as reusable capabilities rather than one-off scripts - Harden early agent use cases into deterministic, production-ready systems - Debug and resolve issues across agent logic, too
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