tweet-iclr-scaling-rl-1t

ICLR 2026: Scaling RL on Frontier LLMs with 1T+ Parameters

Author: @agarwl_ (Rishabh Agarwal)
Date: 2026-04-28

Summary

Talk at ICLR 2026 about scaling RL on frontier LLMs with 1T+ parameters, including experimental data from the field.

Key Insight

RL at 1T+ parameter scale — practical lessons from frontier model training.

Concepts

• RL Infrastructure
• Scaling Laws & Compute

See Also

• making-rl-fast — RL speedups
• fireworks-frontier-rl-cheaper — cost reduction in RL