# Future work

These are possible directions, not a committed roadmap.

## Coaching

Add an optional coaching layer around the deterministic practice loop:

- Analyze submission history and individual attempts
- Offer progressive hints without immediately revealing the solution
- Explain problem statements and solution approaches
- Recommend similar problems for reinforcement

## Practice contests

Form focused practice contests from the user's rating, solved history, selected topics, and available time.

## More platforms

Introduce a platform adapter and support AtCoder first. Other judges can follow where their public data and submission-status access allow the same reliable workflow.