Who isworking for you?
Delivered directly by our chief scientist team, never subcontracted. The people who sign are accountable for your data.
Chipierce SwiftMater core team
Chief Scientist & Advisor
Liu Jie | Chief Scientist / Technical Advisor
Professor Liu Jie has spent his career in high-performance computing and materials-computing chip architecture. He led development of the disruptive APU (Atomistic Processing Unit) dedicated computing architecture, breaking the memory-wall bottleneck of conventional von Neumann architecture. As SwiftMater's technical helm, he gives the team cutting-edge algorithmic guidance and the final technical endorsement.
PhD delivery director team
Shao Lei
Expertise: machine-learning potentials, molecular dynamics, ion migration in solid electrolytes
Li Junhua
Expertise: semiconductor process simulation, TCAD, etch / deposition process optimization
Pang Zhehan
Expertise: DFT, AI electronic-structure prediction, band structure and density-of-states analysis
Yu Zhiqiang
Expertise: multiscale simulation, thermal transport in oxide glasses, machine-learning interatomic potentials
Lan Chunyu
Expertise: interfacial adsorption and activation mechanisms, catalyst screening, reaction-path search SOPs
Master's delivery specialist team
Bian Xiaobo
Expertise: computing job scheduling, first-principles calculations, first-pass QC
Xu Feihong
Expertise: DFT/CMD calculations, VASP/CP2K operations, error handling
Qiao Haoyu
Expertise: machine-learning molecular dynamics, APU parameter tuning
Zhuang Zikun
Expertise: quantum dynamics, quantum computing, exploring algorithmic acceleration
Li Xinhang
Expertise: machine-learning potential training, dataset construction and model validation
Final Sign-off System
Every delivered dataset carries the chief expert's final sign-off stamp — and the signatory is the first in line for accountability.
This is not ceremony; it is the organisational backbone of the error rate <2% and project delay rate <2% commitment.