Applied Scientist I

About the role

Before an agent can reliably operate software on a user's behalf, it needs to understand what should happen next and why: the underlying process, its steps, decision points and governing logic, branches, variations, dependencies, and long-tail edge cases. In practice, this knowledge is rarely represented explicitly.

What you'll do

• Process discovery and representation
• Build pipelines that discover, extract, and formalize end-to-end business processes from event logs, UI interaction traces, screen recordings, and unstructured documents
• Develop algorithms for process variant detection, noise removal, and trace consolidation, turning noisy
• Design representations that preserve the information downstream agents need while collapsing irrelevant execution-level variation
• Study the tradeoff between abstraction and fidelity: determine when superficially different trajectories represent the same underlying behavior and when small…

What you need

• Machine learning
• Python
• LLMs
• Computer vision
• PyTorch
• Data structures

Good to have

• NLP
• SOP writing
• Last-mile delivery