GLM 5.2

Researchers have developed CyberFactory, a unified framework that automates the creation of high-quality cybersecurity training data from real-world vulnerabilities. By using agentic trajectories to train the OpenAegis model, they achieved state-of-the-art performance in vulnerability detection and patching.

FreeToken is a novel serving system that optimizes MoE model inference on consumer-grade hardware by adapting to varying bandwidth and memory availability. It addresses the challenges of expert movement and heterogeneous resource management in agentic workloads.

Perplexity has introduced SPACE, a new sandbox platform optimized for the stateful requirements of long-duration AI agents. By leveraging Firecracker and Btrfs, the platform enables high-performance session persistence, snapshots, and forking.