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Research paperRobotics & Embodied AI1 source · Oct 8, 2026

SpatialHarness: Test-Time Spatial Scaffolding for Fine Robotic Manipulation

We introduce SpatialHarness, a test-time embodied harness that provides test-time spatial scaffolding for fine robotic manipulation without policy fine-tuning or changes to the physical sensing setup.

Key points

  • Frontier multimodal foundation models (e.g., GPT-6 Astra) have recently shown strong potential for direct robotic control, yet their performance on fine manipulation remains limited.
  • SpatialHarness maintains an online simulated scene synchronized with real-world execution, identifies task-critical spatial relationships, and renders complementary virtual views that expose them to a frozen multimodal policy.
  • To keep the simulated scene aligned during interaction, we develop interaction-aware scene synchronization that distinguishes static, held, and transition modes.
  • We evaluate SpatialHarness on four real-robot manipulation tasks spanning precise geometric alignment, object-relative placement, and articulated-object interaction.

Sources (1)

  • [1]SpatialHarness: Test-Time Spatial Scaffolding for Fine Robotic Manipulation
    arXiv (AI, ML, NLP, CV, robotics, multi-agent) · Oct 8, 05:59 PM
    We introduce SpatialHarness, a test-time embodied harness that provides test-time spatial scaffolding for fine robotic manipulation without policy fine-tuning or changes to the physical sensing setup.
    Frontier multimodal foundation models (e.g., GPT-6 Astra) have recently shown strong potential for direct robotic control, yet their performance on fine manipulation remains limited.

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