Meeting anyone of the following is sufficient:

1. Develop multi-objective optimization model and constraint processing technology, and parallel computation optimization.

2. Improve GAN model and multi-modal input fusion.

3. Based on NLP and LLM, build knowledge graph and develop prompt engineering.

4. Construct 3D visual evaluation system, integrate BIM/CAD data, and develop real-time data platform.

5. AI-based construction drawing component recognition.

Meeting anyone 1-7 of the following is sufficient, 8 is the common requirement.

1. Proficient in mathematical planning, machine learning algorithms, industrial engineering/operations research background.

2. Proficient in deep learning frameworks (PyTorch/TensorFlow), have experience in image generation/computer vision projects.

3. Familiar with LLM fine-tuning technology (LoRA/QLoRA), have experience in building knowledge map in the field of construction.

4. Proficient in Three js/Unity3D/CesiumJS, familiar with BIM data interface (e.g., the IFC standard).

5. Proficient in PostgreSQL, PostGIS, Redis, and Kafka technologies, with extensive experience in data modeling and ETL processes.

6. Familiar with WebGL/Shader programming, distributed system design and edge computing architecture.

7. Proficient in Python (NumPy/Pandas) or MATLAB/Simulink for model development.

8. Demonstrate a profound sense of teamwork, possess outstanding communication skills and exhibit a high degree of self - motivation.