Features
Multi-agent orchestration for deep research
Long-running task execution with planning and sub-tasking
Long-term and short-term memory for context
Docker-based sandbox with Browser, Shell, File, MCP, VSCode Server
Progressive loading of Agent Skills
Custom skill files via SKILL.md
Multi-model support: Doubao, DeepSeek, OpenAI, Gemini
File persistence and management within sandbox
Code generation and execution
Video generation from text/scenes
Image generation from text/scenes
Web scraping and data collection
Summarization and report generation
Subagents for complex tasks
Self-hosted with full data control
Deep literature search reading hundreds of papers
Automatic citation trail following
Follow-up questions to refine search
Brainstorm research directions with AI
Generate custom tables from papers
Inline citations for traceable answers
Gauge paper relevance quickly
Sort and filter search results
Notifications for new relevant publications
Full-text analysis (Pro plan)
Collaborate on shared projects
Identify gaps in literature
Solve research bottlenecks (methods, datasets)