Honeycomb launched Canvas Connectors in general availability, offering 12 connectors including GitHub, PagerDuty, Jira and Amplitude that let the Canvas AI agent read from and act in systems outside H…
Honeycomb contributed its adaptive_tail_sampling processor to the OpenTelemetry Collector, re-expressing the adaptive sampling algorithms behind Refinery and dynsampler-go in OpenTelemetry-native term…
SigNoz published a vLLM monitoring dashboard that tracks token throughput, latency, and KV cache usage for self-hosted vLLM inference servers, requiring SigNoz v0.135.0 or newer and the V2 dashboard s…
SigNoz published a guide for monitoring self-hosted vLLM inference servers by sending Prometheus metrics and OpenTelemetry request traces to SigNoz. The guide has operators scrape vLLM's /metrics endp…
SigNoz published a guide for monitoring self-hosted SGLang inference servers by sending Prometheus metrics and OpenTelemetry request traces to its observability platform. The setup requires launching …
A developer who runs an observability hub for AI-assisted coding conducted a read-only penetration test of the stack, revealing that nearly all serious security defects were in recently written contro…
A developer's self-hosted observability stack on Railway silently failed for six days because Prometheus stopped writing to disk due to a full volume, yet queries continued from memory, masking the is…
SigNoz published a guide for monitoring AWS Lambda MicroVMs with the OpenTelemetry Collector, which scrapes host metrics, tails logs, and exports telemetry to SigNoz. The Collector is baked into the M…
OpenTelemetry released the GenAI Normalizer, a processor for the OpenTelemetry Collector, that translates span attribute labels from LLM instrumentation frameworks such as OpenLLMetry and OpenInferenc…
SigNoz released a guide on using the OpenTelemetry Datadog Receiver to receive metrics from Datadog Agents without modifying applications, enabling gradual migration to OpenTelemetry. The receiver act…
Observability tooling built for humans is unnecessary for AI agents, which need clean, structured data with low latency rather than dashboards or SaaS layers. The OpenTelemetry Collector can route dat…