OpenTelemetry Is Essential for Modern Application Observability
While OpenTelemetry provides a vendor-neutral standard for broad application instrumentation, the resulting surge in telemetry volume can lead to unsustainable costs and operationa…
Latest SRE & DevOps Articles
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Never Miss a Patch Again: How to Monitor Windows Updates Across Your Entire Infrastructure
Manually tracking Windows updates across large-scale infrastructures poses significant security risks, including vulnerability to ransomware and compliance failures. PRTG addresses…
The Elasticsearch Agent Builder Hackathon
The Elasticsearch Agent Builder Hackathon showcased how developers can combine LLM reasoning with Elastic tools to create impactful AI agents for industries like healthcare and sec…
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Gauntlet: What happens when your agent's tools fight back
Gauntlet is an automated adversarial testing system that uses a "mocking agent" to identify security vulnerabilities in AI agents by intentionally injecting errors and malicious da…
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Catching invisible errors: How I built a duplicate detection agent for Kenya's HIV program
To combat the high rate of undetected duplicate patient records in Kenya’s HIV program, the author developed a multi-agent system using Elasticsearch and Claude Sonnet 3.7. The sys…
PHAROS: 4 agents, 60 seconds, 1 missed drug safety signal away from disaster
PHAROS is an automated pharmacovigilance system designed to detect drug safety signals in under 60 seconds, addressing the slow and costly manual review processes currently used in…
Elastic Stack 9.4.1 released
Version 9.4.1 of the Elastic Stack has been released, and users are encouraged to upgrade from version 9.4.0. For a complete list of bug fixes and product changes, please refer to …
May 2026 Patch Tuesday
Major software vendors, including Oracle, Microsoft, and Google, are rapidly increasing their update frequencies to combat a surge in vulnerabilities identified by AI-driven securi…
Why AI Data Sovereignty is Becoming a Major Political Issue
This text serves as a resource hub detailing how technologies like AI, IoT, and Big Data are driving digital transformation across various industrial sectors. It provides insights …
AI-assisted testing, extensions updates, and more: k6 2.0 is here
The release of k6 2.0 introduces AI-assisted testing workflows designed to integrate seamlessly with AI coding assistants like Claude and Cursor to automate and scale performance t…
The Messy Truth About AI Data Management (And What to Do About It)
Organizations should not delay AI adoption while waiting for perfect data, as silos and inconsistencies are an inevitable reality in enterprise environments. Instead, they should i…
Introducing OTel Blueprints and Reference Implementations
To address the inherent and accidental complexities of OpenTelemetry adoption, the project is introducing "Blueprints and Reference Implementations." These blueprints will provide …