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About

Memory, knowledge, and action. Building AI systems that hold it together when conditions get real.

Background, experience, and what I'm building toward.

Esther Huang
PortraitEsther Huang

Working identity

Memory, knowledge, and action. Building AI systems that hold it together when conditions get real.

The question I keep building around: when an AI system is working with a lot of context, how does it actually hold onto the right things, act reliably, and not lose the thread?

That's the thread connecting what I build: agents that adapt when forms change, stories that stay coherent when players wander off-script, companions that help you start when starting is the hard part.

NVIDIA logoNVIDIASoftware Engineering Intern - AI EngineeringGUI agents, perception services, deployment workflows, and agentic automation.May 2025 - Aug 2025+
  • Optimized a gameplay GUI agent for test automation and improved its perception capability.
  • Owned end-to-end deployment of a high-performance perception service to a DGX cluster, improving inference stability and reducing local machine resource load.
  • Architected and delivered a Helm-based Blueprint for a GUI Agent workflow, improving concurrent performance and creating a reusable production-grade generative AI workflow.
  • Designed a CLI agent for performance benchmarking with a knowledge base to reduce engineering toil.
ABB Robotics logoABB RoboticsAI-Agent Research InternMulti-agent systems for natural-language human-robot interaction.Dec 2023 - Jun 2024+

Natural-language human-robot interaction with shared memory and ambiguity resolution. Most of the interesting problems were in the gaps between what the user said and what they meant.

IIOT Lab, Shanghai Jiao Tong University logoIIOT Lab, Shanghai Jiao Tong UniversityResearch AssistantLLM knowledge-capacity research and PyTorch computation workflows.Jun 2023 - Mar 2024+

Worked on Knowledge Quantification Indicator research for estimating LLM knowledge capacity and improving PyTorch computation workflows.

University of Michigan - Ann Arbor logoUniversity of Michigan - Ann ArborGraduate work across information science, data systems, and human-centered AI.+

Aug 2024 - May 2026

Master's in Information Science.

Shanghai Jiao Tong University logoShanghai Jiao Tong UniversityEngineering foundation across electrical and computer engineering.+

Sep 2021 - May 2025

Bachelor's in Electrical and Computer Engineering.

AI agents and multi-agent systemsGUI agents, perception services, and workflow automationRAG, hybrid retrieval, query classification, and chatbot systemsPyTorch, machine learning, deep learning, NLP, and LLM evaluationPython, SQL/MySQL, C/C++, JavaScript, HTML/CSS, MATLABDocker, Kubernetes, Helm, CI/CD, cloud environments, and DGX-cluster-adjacent deployment