01 / STRUCTURE
Clean pipelines over clever demos.
I care about predictable inputs, explicit handoff points, and systems that can be inspected when something breaks.
I'm Haotian (Nitro) Zhang. I build intelligent systems that connect simulation, perception, and real operations, and I care most about whether those systems hold up once they leave the demo environment.
Recent work has focused on two tracks: a CARLA-based traffic hazard analysis pipeline using RGB-LiDAR fusion, and an enterprise Lean Activity Management Platform that turns manufacturing improvement work into a searchable, governed operational system.
01 / STRUCTURE
I care about predictable inputs, explicit handoff points, and systems that can be inspected when something breaks.
02 / EVALUATION
I prefer validation frameworks, retrieval performance, and defensible comparisons over screenshots that only look complete.
03 / OPERATION
Governed access, maintainable backend design, and interfaces that support real users matter more than short-lived novelty.