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Ao KittriAK
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Ao Kittri

@aokittri

I build large-scale 3D training-data pipelines, focusing on quality validation and model evaluation.

China
Message

What I'm looking for

I’m looking for a role where I can own end-to-end 3D data pipeline quality—generation, validation, filtering, and evaluation—partnering with ML teams on 3D generation/world models using scalable GPU workflows and practical tooling.

I’m a software engineer in a computer-vision R&D lab, focused on large-scale 3D training-data pipelines for 3D generation and world-model research. I’ve built end-to-end workflows for generation, augmentation, quality validation, and model evaluation, with a strong bias toward catching data issues before training wastes compute. At HuaWei OD — R&D 3DV Lab, I independently traced a data-quality failure impacting ~200K of 1.2M meshes and built the filtering workflow to exclude the affected assets before a training run.

I also own recurring 3D data-processing and quality-control operations, from Python and Blender/bpy through Linux and SQL, and curate evaluation sets for generative-3D and avatar models. I orchestrated a pipeline that added ~210K half-body human scans by detecting facial keypoints on RGB renders with SCRFD and back-projecting them into 3D, then segmenting full-body scans to reduce the ~20% upside-down-crop rate from a prior bounding-box heuristic. To scale verification, I deployed Qwen3-VL-32B-Instruct across multi-node A100/H100 GPU clusters to detect 3D meshes carrying embedded text from their renders, processing 1M 3D assets and 16M renders.

Experience

Work history, roles, and key accomplishments

HL
Current

Software Development Engineer

Huawei OD — R&D 3DV Lab

Dec 2025 - Present (8 months)

Built large-scale 3D training-data pipelines for 3D generation and world-model research, including data generation, augmentation, quality validation, and model evaluation. Identified and filtered a data-quality failure affecting ~200K of 1.2M meshes before training, and deployed Qwen3-VL-32B-Instruct for detecting embedded text across 1M 3D assets and 16M renders.

Education

Degrees, certifications, and relevant coursework

The University of Tokyo logoTT

The University of Tokyo

Master of Engineering, Urban and Disaster Mitigation Engineering

2023 - 2025

Master of Engineering in Urban and Disaster Mitigation Engineering at The University of Tokyo (Apr 2023–Mar 2025).

Northeast Forestry University logoNU

Northeast Forestry University

Bachelor of Engineering, Civil Engineering

Bachelor of Engineering in Civil Engineering at Northeast Forestry University in Harbin, China.

Tech stack

Software and tools used professionally

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