A developer proposes NEXUS (Mesh Intelligence Hub), an architecture combining an LLM agent with an Istio service mesh on Amazon EKS to enforce read-only access and explicit deny policies, preventing A…
A developer's guide argues that OpenTelemetry alone is insufficient for AI observability due to the stochastic nature of LLMs and the need for semantic understanding. The article recommends a hybrid p…
AI Flight Recorder, an open-source developer tool for recording, replaying, and inspecting AI application sessions, has been released on GitHub. The tool captures prompts, streamed tokens, tool calls,…
A new benchmark, ORCA-bench, shows that frontier language model agents achieve only 25.3% root cause analysis accuracy on Medium-difficulty oncall tasks and 10.0% on Hard tasks, with the best performa…
OpenTelemetry spans give engineers visibility into AI agent execution, but under the EU AI Act Articles 9 and 13, that visibility is not evidence. The structural gap is that self-reported telemetry ca…
BoundFlow, an open-source control plane for AI agents, enforces cost caps, approval gates, and self-healing policies on unattended LLM workflows. The backend is Apache-2.0 licensed and self-hostable, …
WasmAgent released the @wasmagent/aep package, which records every tool call as an ActionEvidence object with pre/post state digests and capability decisions baked into a single record, solving the pr…
OpenTelemetry (OTel) has become the second most active project in the Cloud Native Computing Foundation by standardizing how applications generate and transmit telemetry data across traces, metrics, a…
The apcore project has introduced "Thought Spans," a new OpenTelemetry-based tracing system that captures AI reasoning steps alongside traditional system performance data. By wrapping each AI agent ex…