Research and Practice on Observability of Multi-Agent Systems (OpenAI Swarm)

Research and Practice on Observability of Multi-Agent Systems (OpenAI Swarm)

Introduction This article will introduce a research-oriented topic regarding the observability of Multi-Agent Systems. Currently, our work is primarily based on the Swarm project released by OpenAI last month, where we analyzed the source code of the Swarm project and customized modifications to achieve better observability of multi-agent systems. Today’s discussion will revolve around three … Read more

LlamaIndex and Observability: Implementing System Monitoring with Phoenix

LlamaIndex and Observability: Implementing System Monitoring with Phoenix

When building AI applications, understanding the system’s operational status, performance bottlenecks, and potential issues is crucial. This article will introduce how to add observability to LlamaIndex applications using Phoenix, helping you better monitor and optimize your system. What Is Observability? Observability refers to the ability to understand the internal state of a system from its … Read more

First Experience with Cloud-Native Observability Platform OpenObserve

First Experience with Cloud-Native Observability Platform OpenObserve

OpenObserve is an open-source, high-performance cloud-native observability platform (logs, metrics, tracing) developed in Rust. Compared to Elasticsearch, it can save about 140 times the storage cost. OpenObserve can handle PB-level data, making it a great tool to try if you are looking for an observability tool for logs, metrics, and tracing. Although OpenObserve is currently … Read more