Topic
hybrid
Artificial Intelligence #long-context#transformer
Parallel Hybrid Architecture Combines GSS and Attention for Efficient Long-Context Language Modeling
Researchers propose the Parallel Hybrid Architecture (PHA), combining Gated State Spaces, Grouped Query Attention, and Feed-Forward Networks in parallel branches fused by a learnable mixing mechanism. On WikiText-103, PHA achieves 16.51 PPL at 125M parameters, outperforming comparable models, and scales to 180M parameters with 16.42 PPL while delivering 24% higher throughput and up to 40% lower memory usage.
Jun 16, 2026 1 source
Software #edge computing#nat
EdgeCitadel: Hybrid NATS-MQTT Orchestration Platform for Edge Multi-Agent Systems
EdgeCitadel is an edge multi-agent orchestration platform built around a single NATS 2.10 server with an MQTT adapter. It combines MQTT connectivity, JetStream-backed persistence, direct peer delegation, and a passive aggregator. A testbed spanning ARM64, x64, and Android clients demonstrates the hybrid architecture.
Jun 16, 2026 1 source