A new post-training method trains Perplexity's computer agent on real sessions, including the ones that went wrong.
San Francisco startup Deep Cogito raised $43 million to build tools that improve models after pre-training.
Z.ai's GLM-5.3 skips retraining and scales up post-training, with an unexpectedly strong cyber capability.