https://cognaptus.com/tags/asynchronous-training/ Recent content in Asynchronous-Training on Cognaptus Hugo -- 0.145.0 en-us Sun, 19 Jul 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-07-19-stale-rollouts-fresh-trouble-the-two-speed-limits-of-asynchronous-rlhf/ Sun, 19 Jul 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-07-19-stale-rollouts-fresh-trouble-the-two-speed-limits-of-asynchronous-rlhf/ A new analysis explains how rollout staleness and learning rate jointly determine whether asynchronous RLHF remains stable, collapses locally, or drifts toward failure.