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RoboLineage: Agent-Native Data Lifecycle Governance Across Robot Policy Iterations

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This paper introduces RoboLineage, an open-source system designed to govern the data lifecycle for robot policy iterations. It addresses the fragmentation of evidence in modern robotics workflows by representing rollouts, reviews, dataset decisions, training runs, and evaluations as typed lineage artifacts. The system allows agents to interpret embodied rollout evidence, adapt accepted data to existing training stacks, maintain data health, and summarize cross-iteration state within explicit artifact boundaries. In real-robot manipulation contexts, RoboLineage aims to make routine policy iteration faster and more auditable while maintaining downstream policy performance. The project is released as a lightweight lifecycle layer compatible with various robot embodiments and training families.

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11/10
  1. arXiv Robotics — research abstractsSignal
    RoboLineage: Agent-Native Data Lifecycle Governance Across Robot Policy Iterations

    This paper introduces RoboLineage, an open-source system designed to govern the data lifecycle for robot policy iterations. It addresses the fragmentation of evidence in modern robotics workflows by representing rollouts, reviews, dataset decisions, training runs, and evaluations as typed lineage artifacts. The system allows agents to interpret embodied rollout evidence, adapt accepted data to existing training stacks, maintain data health, and summarize cross-iteration state within explicit artifact boundaries. In real-robot manipulation contexts, RoboLineage aims to make routine policy iteration faster and more auditable while maintaining downstream policy performance. The project is released as a lightweight lifecycle layer compatible with various robot embodiments and training families.

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