# Roadmap

## Near-Term

- Implement symbolic reasoning module for constraint solving.
- Add formal verification pipeline for critical patches.
- Expand multi-agent critic ensemble with domain specialists.

## Mid-Term

- Support additional language packs and graph adapters.
- Integrate policy-driven auto-remediation workflows.
- Enhance adaptive reward tuning with reinforcement signals.

## Long-Term

- Federate self-learning across partner organizations.
- Introduce hierarchical planning with long-range task decomposition.
- Explore reinforcement learning for planner policy optimization.

