Scope
This direction studies how to design foundation model systems that remain stable and useful across heterogeneous tasks.
Current Questions
- How should routing and memory modules be co-trained?
- What abstractions reduce coupling between reasoning and retrieval?
- Which scaling strategies preserve interpretability?
Milestones
- Build a reproducible baseline stack.
- Benchmark modular variants under distribution shift.
- Publish system-level analysis and open-source tooling.