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Streaming 3D foundation model

LingBot-Map

Feed-forward 3D model for streaming video reconstruction; public KITTI/Oxford-Spires benchmarks.

Open-source code, paper, model releases, and public evaluation scriptsLocal open source
LingBot-Map world model demo View demo
OrganizationAnt Group / Robbyant
CategoryStreaming 3D foundation model
AvailabilityGitHub, arXiv, Hugging Face checkpoints, benchmark scripts in main repo.
Last reviewed2026-05-25

01 / Overview

Streaming 3D reconstruction, long-horizon spatial memory, pose estimation, browser-viewable scenes.

Feed-forward 3D model for streaming video reconstruction; public KITTI/Oxford-Spires benchmarks.

LingBot-Map matters here because it clarifies a specific lane: Streaming 3D reconstruction, long-horizon spatial memory, pose estimation, browser-viewable scenes.

This is a source-backed orientation profile, not a benchmark verdict.

02 / Strengths

Where it stands out

  • Bridges world models and spatial computing via long-sequence geometry tracking.
  • Grounds generated-3D-world coverage in a primary-source reconstruction system.
  • Extends Ant coverage beyond LingBot-World into spatial, embodied AI.
  • May 2026 release makes evaluation scripts and dataset preparation public.

03 / Boundaries

What not to overclaim

  • Reconstruction model, not a generative world-creation product like Marble, HappyOyster.
  • Focused on 3D perception and mapping, not general interactive simulation.

Continue exploring

Compare the lane, then follow the evidence

Primary evidence

Sources