Overview Official project overview · THUNLP
Proactive Agent
Event streams → task anticipation → proactive assistance.
RESEARCH DIRECTORY · CURATED BY LOWENTROPYAI
A reading map for the field.
Proactive
AI research.
A research-oriented collection of papers, agents, models, projects, and benchmarks from the proactive AI community.
Collected and linked to original sources. All research credit belongs to the respective authors.
- Research papers
- 188
- Projects & tools
- 14
- Benchmarks
- 72
THE RESEARCH DIRECTORY
Explore the literature.
Personal assistance, multimodal interaction, embodied environments—and everything proactive.
Selected research01
Browse selected papers →Proactive Agents
Overview 
Overview Official method overview · ContextAgent authors
ContextAgent
Open-world sensory context → proactive assistance and tool use.
Overview Official system overview · PASK authors
PASK
Latent-need detection, long-term memory, and silence / fast / full assistance.
Models
Overview Official model and system overview · JD
JoyAI-VL-Interaction
Continuous visual events → silent / respond / delegate decisions.
Overview Official architecture figure · OneStreamer authors
OneStreamer
Online perception, caption memory, and wait / response transitions.
Overview Official capabilities overview · Gander authors
Gander / Omni Interaction Agent
Tencent Hunyuan · full-duplex listen / speak control, proactive feedback, and asynchronous agent work.
Benchmarks
Overview 
Overview Official benchmark overview · KnowU-Bench authors
KnowU-Bench
Personalized mobile assistance, proactive execution, consent, and rejection handling.
Overview Paper Figure 1 · PIRA-Bench authors
PIRA-Bench / PIRF
GUI-based proactive intent recommendation, with a memory-aware state-tracking baseline.
FROM CONTEXT TO INITIATIVE
Explore the collection
Observe→Decide→Assist / wait
Recent papers02
All papers →FROM THE MAINTAINERS
Beyond the reading list.
Explore our product, AirJelly.
We also build AirJelly, a context-aware proactive assistant for everyday work. Visit its own website to learn more.
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