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# 🗺️ Roadmap

- **25Q4**: Advanced multi-modal support
Integrate image, speech, and structured data processing into the adaptive offloading pipeline to accelerate the agent's multi-modal inference loop.

- **26Q1**: Dynamic tool graph execution
Expand the task scheduling subsystem to build and execute tool graphs dynamically instead of linear tool calls.

- **26Q2**: Federated capability learning
Support multi-agent deployment in the inference pipeline and let agents share capability deltas instead of raw weights, allowing knowledge transfer without massive retraining.

- **26Q3**: Swarm inference
Extend the inference framework to a distributed architecture and partition workloads across multiple heterogeneous devices in real-time.
Track progress and propose features via issues/discussions.

```{image} ../_static/roadmap.svg
:width: 640px
:align: center
```