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What Agentic AI Is Really Made Of (Most People Miss This)

Agentic AI isn’t just an LLM. Without the right context, it gives generic answers. This is the component that makes its decisions actually useful. Additional Resources: About Elastic Elastic, the Search AI Company, enables everyone to find the answers they need in real time, using all their data, at scale. Elastic’s solutions for search, observability, and security are built on the Elastic Search AI Platform — the development platform used by thousands of companies, including more than 50% of the Fortune 500.

What "Open Source" actually means in 2026

What does "Open Source" really mean in the age of AI? In the conclusion of her session at Civo Navigate India, OpenUK CEO Amanda Brock shares a fundamental truth for the global tech community. True openness is not about being local; it's about global collaboration and ensuring that technology is accessible for any purpose, without friction. As we build the next decade of innovation, the goal is to build better, together, across the planet.

A Step-by-Step Look at how Agentic, Autonomous ITOps Resolves Incidents

Agentic, autonomous ITOps improves incident response by carrying context from detection through resolution, reducing noise, delay, and manual coordination. Most IT incidents don’t fail due to missing data. Monitoring systems generate more than enough signals. The problem is that understanding those signals—and deciding what to do with them—happens in fragments. Engineers move between dashboards, logs, tickets, and chat threads, stitching together context by hand.

Get Kafka-Nated Bonus Episode: Viktor's Kafka Journey

In this episode, we sit down with Viktor Somogyi-Vass, a veteran of the Kafka ecosystem who recently joined Aiven after nearly a decade at Cloudera. Viktor shares his journey from becoming an Apache Kafka Committer to tackling the most complex challenges in modern cloud-native streaming. We dive deep into the architectural shift from traditional data centers to the cloud, exploring how Diskless Kafka (Disaggregated Storage) is slashing costs and why KIP-1134 is the next frontier for true multi-tenancy.

Sentry acquires XcodeBuildMCP

Today we're announcing that Sentry has acquired XcodeBuildMCP, an open source MCP server that gives AI agents the ability to build, test, and debug native iOS and macOS apps. XcodeBuildMCP has become a go-to tool for agentic Apple-platform development, with more than 4,000 GitHub stars and an active community. It unlocks the full developer loop: build, run, debug, interact, and verify, allowing users to stay in their preferred agentic development environment.

Agent vs Assistant: The key distinction between Olly and the competition

The market is saturated with agents and assistants, making it difficult to tell them apart. However, the difference between these two approaches is significant. They offer radically distinct levels of impact, reflecting major differences in both their technical complexity and the quality of their inferences. Let’s figure out the distinction.

Investigate Issues in Slack: Grafana Cloud Slack App with AI

The Grafana Cloud app for Slack brings observability and incident response closer to where you and your teams already collaborate Ask questions about system health, alerts, on-call schedules, and Grafana Cloud features; manage incidents and alerts; and collaborate with full context.

Why distributed observability is straining and what new research reveals

Distributed systems quietly run much of today's digital world. People expect these systems to work reliably across regions and time zones for everything from money transfers to streaming platforms and AI-driven workloads. As organisations use more microservices, containers, and event-driven architectures, observability has become the main way for teams to understand what is happening in production.

Key Features of Effective Continuing Education Software

More information was the way to improve yourself, and it wasn't difficult to see that your undergraduate degree was only the beginning of your journey into the workforce. Software to continuously learn has become very important as technology grows. Choosing the correct alternative can have a profound impact and significantly enhance a lifelong learning experience. But what should you look for in such a platform?