Langhui Certified Expert Network

World Models & Embodied AI
Certified Expert Network

Cross-disciplinary experts from 985 universities and leading AI labs in physics simulation, embodied intelligence, and 3D vision. Deep understanding of physical world modeling and robot-environment interaction, providing physical commonsense reasoning and scene understanding annotations.

C9/985 顶会交叉学科 2小时快速响应
985/211
院校门槛
硕士研二+
学历要求
硕博+论文
经验要求
3轮审核
质量保障

Expert Profile

The Langhui world models & embodied ai expert team composition and core advantages

朗慧世界模型领域专家团队以C9/985高校+中科院交叉学科硕博为核心,融合计算机视觉、强化学习、认知科学、物理学、神经科学等方向。朗慧坚持顶会论文+跨学科背景双重门槛,确保专家具备世界模型/AGI研发所需的前沿学术能力。

专家团队在物理世界推理、因果推断、多模态对齐、具身智能等世界模型核心方向上具有深度研究积累。在物理仿真场景真实性评估、世界状态因果链标注、多模态理解一致性验证等前沿任务中,朗慧专家凭借跨学科研究经验提供顶级学术级数据。

覆盖任务包括物理规律一致性检验、时空推理链标注、3D场景理解评估、具身操作序列验证、世界知识图谱质量评审等。每份标注通过3轮专业审核——论文/学历验证、跨学科笔试、研究方向答辩,确保标注对标AI研究员水平。

Six Core Capabilities

End-to-end annotation services for world models & embodied ai AI

Physical Commonsense Annotation

Physical law compliance verification, common sense reasoning chain annotation, physics QA pair generation

3D Scene Understanding

3D point cloud segmentation, depth estimation annotation, spatial relationship extraction

Embodied AI Annotation

Robot manipulation task annotation, affordance labeling, human-robot interaction protocol assessment

Robot Behavior Annotation

Locomotion pattern classification, manipulation action sequencing, task completion evaluation

Physics Simulation Evaluation

Simulation fidelity assessment, physical parameter calibration, rendering realism scoring

Environment Interaction Annotation

Object state change annotation, tool use evaluation, environment dynamics labeling

Four Pretraining Directions

In-depth data services for world models & embodied ai LLM pretraining

World Model Pretraining

Physical commonsense reasoning data, scene dynamics annotation, object interaction modeling

Physics Reasoning Annotation

Physical law compliance verification, causal relationship annotation, counterfactual reasoning assessment

Scene Understanding Annotation

3D scene parsing, object affordance labeling, spatial configuration annotation

Embodied Intelligence Data

Robot task planning annotation, manipulation primitive sequencing, navigation path evaluation

Delivery Value

Core value delivered by Langhui's world models & embodied ai expert team

985 + Leading AI Lab Standard

Researchers from top universities and cutting-edge AI laboratories

97.5% Accuracy Rate

Three-round technical review ensuring physics simulation and 3D vision annotation quality

Full Dimension Coverage

Physics / 3D Vision / Robotics / Human-Environment Interaction

Frontier Aligned

Deep familiarity with physics simulation, embodied intelligence, and 3D scene understanding frontiers

Qualification Requirements

Strict expert admission criteria ensure professional quality

985/211 Master's Year 2+

Computer science, robotics, physics, or related fields

AI Lab/Robotics Company

Currently at leading AI laboratory or robotics company

Physics Simulation

Experience with physics engines (MuJoCo, Isaac Gym) or simulation platforms

3D Vision

Point cloud processing, 3D reconstruction, or scene understanding experience

Programming Skills

Proficient in Python and C++

2-Hour Response

Confirmation and initiation within 2 hours of task assignment

Why Choose Langhui

Langhui's differentiated advantages in world models & embodied ai data annotation

  • 985 universities plus leading AI laboratories
  • Deep coverage of physics simulation and embodied intelligence
  • Cross-disciplinary integration capability
  • Three-round review: credential verification + technical knowledge exam + simulation case defense
  • Full dimension: physics, 3D, robotics, and interaction

Engagement Process

Standardized process from requirements to high-quality delivery

01

Requirements Analysis

Deep understanding of project needs, customized annotation plan

02

Expert Matching

Precisely matched domain experts based on task type

03

Annotation Execution

Expert team delivers annotations with full quality monitoring

04

Review & Delivery

Three-round quality review before delivery

Join the Langhui World Models & Embodied AI Expert Network

Are you a world models & embodied ai professional? Join Langhui's certified expert network to advance AI with your expertise.