From curriculum learning to self‑play and tool‑use, modern systems assemble skills from simpler building blocks—often without human micromanagement.
- Self‑generated curricula improve sample efficiency
- Agent swarms: ensembles that specialize then share
- Transfer learning: reusing features across tasks
- Limits: distribution shift and fragile generalization