Program

6 sessions

Training

• Data-Efficient Distillation from Mixture-of-Experts Teachers

  September 16, 2026 09:00 · Aurora Hall

  Compressing a sparse expert model into a dense student without losing calibration.

Inference

• Serving 100 Models on One GPU: Elastic Routing

  September 16, 2026 10:00 · Room 210

  Multiplexing a fleet of fine-tuned models on shared hardware with elastic routing.

Agents

• Tool Synthesis: Agents that Write Their Own APIs

  September 16, 2026 11:00 · Room 200

  Agents that author, test, and reuse their own tools instead of relying on a fixed toolset.

• Long-Horizon Credit Assignment in Multi-Agent Teams

  September 16, 2026 13:00 · Cobalt Theatre

  Figuring out which agent in a team deserves credit for an outcome many steps later.

Safety

• Scalable Oversight via Debate and Recursive Reward Models

  September 16, 2026 14:00 · Aurora Hall

  Supervising models on tasks where humans can no longer check the answer directly.

• Robustness Certificates for Open-Weight Deployments

  September 16, 2026 15:00 · Room 210

  What guarantees you can and cannot make once model weights are public.