Research Product Manager (RPM)

ABOUT ABUNDANT

Abundant is an applied research lab focused on scaling reinforcement learning for safe and reliable agentic capabilities. We are an extremely talent-dense team of researchers, roboticists, founders, and operators whose work includes the Waymo Driver.

THE ROLE

Research PM (RPM) is a role unique to Abundant. RPMs are PMs of the model, unlike traditional PMs who own an application or a feature. RPMs design and implement model capabilities, either as part of an AI lab, data lab, or other research organization. This is a founding-level role with outsized ownership.

WHAT YOU’LL DO

• Co-design capabilities of the model
• : define areas of improvement for the model, along with the Researcher.
• Perform literature review
• : headroom analysis, identifying recent work in academic and industry circles.
• Run experiments and benchmarks: using our internal simulation stack and our open source tooling such as Oddish to define and hillclimb on the vertical.
• Become the voice of the model user
• : Talk to individual users and/or enterprises, in order to deeply understand where models and agents are underperforming, turning these insights into evaluation and training data.
• Work on data pipelines
• : internal tooling to support research operations.
• WHO YOU ARE
• Technically fluent
• : Deep understanding of evaluations, RL, and how LLMs and Agents work.
• Research-oriented
• — Able to read papers and keep up with SOTA literature.
• Extreme owner
• — You have extreme agency and a founder mentality; you are resourceful and scrappy.
• Creative problem solver
• — You leverage creativity and research skills to design projects from the ground up.
• Must be highly proficient with coding agents such as Codex or Claude Code.