Open to remote AI/ML internships
AI Systems / ML Engineering
Building reproducible AI systems across GPU scheduling, agent workflows and computer vision.
GPU Scheduling · Agent Workflows · Computer Vision
GPU Scheduling
Plan → Review → ContinueAgent Workflows
Detect → Track → AnalyzeComputer Vision
Agent request
↓
Future-workflow predictor
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Scheduler ← GPU state
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GPU assignment / execution orderAI Systems / GPU Scheduling
Python · Discrete-Event Simulation · Prediction · CP-SAT
Predicting future agent workflows for online GPU placement and ordering, with memory and model-cache constraints, scheduling baselines, and reproducible trace-driven simulation.
User goal → research-lead
↓
scout · runner · reviewer · auditor
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Project state / HANDOFF
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Next sessionAgent Engineering / Developer Tools
Project State · Role Separation · Experiment Gates
An installable workflow core for reliable long-running AI-assisted research: persistent project state, separate execution and review roles, experiment gates, and context handoffs.
Real-Time Video Analytics
YOLO · ByteTrack · OpenCV · FastAPI · RTSP
H-alpha full-disk image
↓
CLAHE / tiled U-Net
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Mask + auxiliary heads
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Instance decoding / evaluationPyTorch / Computer Vision Research
PyTorch · Tiled U-Net · Auxiliary Heads · Instance Segmentation
Low-contrast, small-instance segmentation in full-disk H-alpha solar images under limited GPU memory, with frozen data splits and auditable experiment records.
Agent tooling
Attach-only CDP bridge with skill / MCP integration and explicit execution boundaries.
YOLO Model Optimization
Python · PyTorch · YOLOv8 · Error Analysis
75.5% of validation objects were Tiny Objects — analysis identified small-object detection as primary bottleneck and motivated higher-resolution experiments.
Diagnostic TP/FP/FN statistics are used for failure analysis and may differ from COCO-style AP evaluation.
South China University of Technology — Master's Student in Mechanical Engineering, 2025 – Present. B.Eng. in Vehicle Engineering.
Focus: AI Systems · GPU Scheduling · Agent Workflows · Computer Vision
Open to remote AI/ML internships and technical collaboration.
qiuweiliu03@gmail.com