Elio Wang
Exploring the future of human–AI symbiosis through efficient intelligence, autonomous agents, and long-term personalized AI systems.
eli0wang6@instarmony.com
What I work on
Four threads that run through my research — from model efficiency to the long-term relationship between people and the systems they build.
Efficient Large Language Models
Exploring methods to improve intelligence density, adaptive computation, and model efficiency — getting more capability out of fewer parameters and less compute.
Autonomous AI Agents
Building AI systems with persistent memory, planning capability, and long-term interaction — agents that act, remember, and stay accountable over time.
Human–AI Symbiosis
Investigating new forms of collaboration between humans and digital intelligence — how trust, presence, and shared context develop across a long-lived relationship.
Personalized AI Systems
Developing architectures for long-term, context-aware AI companions that accumulate understanding of an individual rather than resetting every session.
Projects
Research initiatives and systems I am building, from an independent lab to shipped products and open exploration.
Instarmony AI Lab
An independent research initiative exploring next-generation AI architectures and human-centered intelligent systems.
Eidolon
A digital companion platform exploring long-term memory, autonomous agents, and continuous human–AI interaction.
instarmony.comEfficient Language Model Research
Exploring efficient neural architectures, adaptive inference, and scalable intelligence — early-stage work on getting more out of less compute.
Background
Elio Wang is an independent AI researcher and founder of Instarmony AI Lab.
His research focuses on efficient intelligence, large language models, and autonomous AI systems — with an emphasis on building long-term, context-aware systems that people actually live alongside.
He is currently an undergraduate in Computer Science at Tianjin University of Science and Technology, and develops AI systems independently.
Publications
Papers and technical reports will be listed here as they are released.