---
title: Next Steps
sidebarTitle: Beta Roadmap
---

## Completed

- Agent
- Agent Harness (including knowledge, subtasks)
- LLM Configs
- LLM Providers
    - OpenAI
    - Anthropic
    - Gemini (incl. Vertex AI)
    - Ollama
    - DashScope
- Function Tools
- Context Variables
- Dependency Injection
- System Prompt management
- Human-in-the-loop
- Middleware
- AG2 Group Chat compatibility
- OpenTelemetry support
- Structured Output (static / callable / prompted / transformable)
- Built-in Tools
- Multimodality inputs (images, audio, video)
- Shell Tool
- Skills support
- AG-UI
- Subagent delegation

## In Progress

- Multi-Agent Orchestration
- MCP
- Messages aggregation
- Multimodality streaming input: audio / video
- Multimodality output: audio / video output
- Third-party contributions policy
- A2A

## Future Priorities

### P1

- Prometheus metrics
- Background agents
- Dynamic agents
- Local Code execution tool
- Scheduler support
- Repository development skills (code, structure, documentation, tests)
- Multimodality output: images

### P2

- A2UI Plugin
- NLIP
- Deferred tools (Tool Search Tool)
- Builtin Memory toolkit

### P3

- Builtin RAG toolkit
- Crawl4AI tool
- Skills Plugin
- Update AG-UI integration
- Allow models to configure tool search params

### P4

- Use codegen to optimize tools configuration
- Msgspec serialization support
- TUI runtime
- Checkpoints and snapshots
