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…
A developer's blog post discusses observability for AI infrastructure, emphasizing the need to monitor beyond traditional CPU and memory metrics. The post outlines four layers of AI observability—Kube…
Foxglove announced a Grafana integration powered by a data source plugin now live in the Grafana plugin catalog, enabling robotics data from the Foxglove data platform to be queried as time series in …
AppSignal, a vendor of application performance monitoring tools, warns that vibe coding a monitoring pipeline is risky because the hard parts—scale, reliability, error grouping, and compliance—surface…
Enterprise multi-agent workflows silently degrade in production as task completion rates drop from 92% to 71% over 30 days, driven by unobserved payload contract mutations and stochastic reasoning dri…
An engineer discovered that Qdrant's asynchronous index refresh caused recall inconsistency in an AI agent's memory system, with recall rates dropping from 98% to 60%. They automated consistency testi…
N8n is preparing a simpler way to add Model Context Protocol (MCP) servers to agent-driven workflows, with users able to select a server from the Node panel and complete an OAuth sign-in flow. The com…
A site reliability engineer at an unnamed company describes an operations architecture that uses an AI agent to read metrics, logs, and Kubernetes state and propose changes via pull requests, with no …
A developer released a corpus of 480 real AGENTS.md and CLAUDE.md instruction files pulled from 272 production repositories, including React, Grafana, LangChain, and Home Assistant. The project, hoste…
A developer built Heddle, an open-source runtime that adds a security model to MCP (Model Context Protocol) tool servers, addressing the protocol's lack of authentication, authorization, and audit tra…
David launched Argonix, an AI-powered platform for SRE, security, and cloud operations, available as SaaS or self-hosted, integrating monitoring, security, FinOps, health checks, workflows, and incide…
PagerDuty announced enhancements to its SRE Agent, including early access for escalation policy triggering, general availability for incident workflow triggering, connectors, tools, team-level permiss…
ElevenLabs has expanded its ElevenAgents platform with Spotlight, a new tool that monitors voice and chat conversations in real time, evaluates quality against plain-language criteria, and provides re…
LLMeter, an open-source tool, enables developers to monitor LLM costs in Prometheus and Grafana without routing traffic through a proxy. By exposing a /metrics endpoint, it allows Prometheus to scrape…
Trail, a new Python SDK, captures AI agent activity as signed OpenTelemetry spans, adding agent-aware tool taxonomy, MCP injection flagging, and skill hashing to detect silent substitution, while expo…
A $200/month OpenAI account user reported four usage resets in seven days, all occurring ahead of the scheduled reset, as observed on a Grafana dashboard. The resets happened on 7/31 around 8:45pm, 7/…
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…
A developer has introduced the Agent Self-Reflection & Sentiment Scanner, an MCP server tool designed to monitor autonomous agents' internal states by analyzing execution logs for self-correction and …
An open-source AI incident copilot called Sitrep integrates with Grafana to help on-call engineers diagnose issues by using vision-based context, validating error rate spikes against logs and traces, …
Grafana released an open-source Go SDK for AI SDK that provides a unified API for calling language models, streaming responses, executing tools, and serving AI-powered endpoints from Go, with wire com…