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OllyGarden Extends AI Agent to Identify Instrumentation Gaps
OllyGarden expands its Rose AI agent with Minimum Viable Instrumentation to identify observability gaps, optimize OpenTelemetry data and reduce telemetry costs.
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55 articles

Blogs
I work on observability tooling for LLM-backed applications and the thing that surprised me most wasn’t a technical problem; it was how confidently wrong these systems can be while every dashboard stays green. Here’s a scenario th…
Showing 1–24 of 55
Blogs
OllyGarden expands its Rose AI agent with Minimum Viable Instrumentation to identify observability gaps, optimize OpenTelemetry data and reduce telemetry costs.
Blogs
Observability costs can spiral when teams collect more telemetry than they actually use. A more mature approach prioritizes the data that directly improves incident detection, diag…
Blogs
JetBrains IDEs are where a lot of enterprise backend work happens — Java, Kotlin, Spring, big monorepos with a lot to break. So when an AI coding agent starts running shell command…
Blogs
For a long time, monitoring just meant staring at dashboards and waiting for something to flash red. Engineers tracked things like CPU usage, memory, response times, error rates, a…
AI
Observability startup Dash0 announced this week that it acquired Berlin-based continuous profiling specialist Polar Signals. The deal adds continuous profiling to SignalStore, Dash…
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OpenTelemetry solved a real problem. Before it, every APM vendor had you install a proprietary agent, which meant switching vendors meant re-instrumenting everything. OTel gave eng…
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Modern engineering teams have invested heavily in observability. Dashboards are populated, alerts are configured, on-call rotations are set. Yet when production incidents occur, th…
Blogs
There’s a pattern playing out across engineering teams right now that nobody talks about openly: the tool meant to reduce operational complexity has quietly become one of the bigge…
AI
In complex software systems, our traditional definition of operational health has always been comfortably binary. For over a decade, site reliability engineering (SRE) teams have r…
Video Interviews
OpenTelemetry just hit graduated status at the CNCF, and the timing matters more than the milestone itself. After years of consolidating what used to be OpenTracing and OpenCensus,…
Blogs
Grafana Labs debuts Grafana 13, a specialized AI application observability platform, and an MCP-powered AI agent at GrafanaCON 2026 to streamline telemetry across complex cloud-nat…
Blogs
Dynatrace this week revealed it has agreed to acquire Bindplane, a provider of a platform for pre-processing and routing telemetry data. Bob Wambach, vice president of market and c…
AI
Apica today updated its Ascent platform to add support for synthetic data that is increasingly being used by artificial intelligence (AI) agents to observe application environments…
Blogs
Observability can generate massive data volumes. Learn how sustainable observability reduces telemetry waste, lowers costs and improves insight.
Blogs
Overview arguing that OpenTelemetry eBPF Instrumentation (OBI) — combined with OpenTelemetry Injector — removes barriers to full observability by enabling zero-code, kernel-level t…
Blogs
Observability systems generate massive telemetry, but schema drift creates friction. Learn how inferred schemas and OpenTelemetry Weaver restore structure.
Video Interviews
Eric Tschetter, chief architect at Imply and creator of Apache Druid, explains how the rapid adoption of open source OpenTelemetry for instrumenting applications is reshaping moder…
Blogs
A practical 10-layer monitoring framework for Kubernetes and VM environments that prioritizes what to watch—system, application, HTTP/RUM, databases, caches, queues, tracing, SSL,…
Blogs
In today’s rapidly evolving digital landscape, reactive IT management is no longer sustainable. Business leaders are increasingly recognizing that proactive observability has becom…
Blogs
Splunk, an arm of Cisco, has donated an OpenTelemetry Injector library it developed for streamlining instrumentation of applications that have not been containerized, to the open s…
Blogs
By open-sourcing its Smart Telemetry Hub, MyDecisive pushes for an evolution of OpenTelemetry—adding local, memory-based filtering to shrink telemetry volume and help DevOps teams…
AI
Observe Inc. introduces the AI SRE Agent and o11y.ai Agent to its observability platform—empowering DevOps teams to automate incident triage, generate OpenTelemetry code, and query…
Blogs
BMC Software has added an ability to collect telemetry data from mainframes using open source OpenTelemetry software that can then be more easily shared with multiple observability…