Jenkins remains a strong option for teams whose CI/CD needs are well served by the existing automation and that treat AI as an addition rather than a core capability. Trained on a massive corpus of publicly available code and natural language, Copilot understands context from comments and existing code to generate functions, boilerplate, and even complex logic. The content generation features (drafting Confluence pages, rewriting ticket descriptions) produce work that still needs editing. Teams treating Atlassian Intelligence as a draft-faster tool rather than an autopilot tend to get the most out of it. Atlassian Intelligence is an AI-powered feature set embedded across Atlassian’s suite of tools, like Jira, Confluence, and Bitbucket, designed to accelerate decision-making, automate tasks, and enhance collaboration.
AWS Transform, an AI service for migrating and modernizing workloads and application code, gets a new preview feature called continuous modernization. AWS suggests it as a tool to cover both the day-to-day work of upgrading and patching libraries, and larger projects such as moving to a more recent framework or runtime for Java or .NET applications. Cloud-native migration tools, infrastructure as code, and governance solutions have all failed to deliver the infrastructure portability we really need.
Foundry treats “memory” as a function of the platform, rather than just in applications. Memory in Foundry Agent Service, which entered public preview at the end of 2025, now offers procedural, user, and session memory. Procedural memory, new at Build, is designed to help agents learn how to carry out work across runs, with early benchmarks showing improvements in task success rates when it is enabled.
Test your knowledge of structuring Git repositories for Argo CD deployments across dev, staging, and production environments. Covers repo layout patterns, ApplicationSets, Kustomize overlays, Helm value files, and sync policies. Build a comprehensive Ansible playbook to automate web server deployment, configuration, and security hardening across multiple environments. Master essential Git workflows, branching strategies, and collaboration techniques used in modern development teams. At the end of the day, staying current in DevOps isn’t just about following the latest tools or frameworks — it’s about tuning into the conversations that shape how we build, collaborate, and deliver. The sources above aren’t perfect, but they consistently surface the trends, challenges, and questions that matter most in this space.
More advanced implementations go further by enabling predictive failure prevention. Instead of waiting for a pipeline to fail, AI systems assess risk in real time and recommend corrective actions such as modifying configurations, updating dependencies, or adjusting resource allocation. With deep expertise in energy systems, smart grids, and evolving regulatory landscapes, we develop robust, high-quality solutions tailored to the needs of energy providers and technology companies. Our platforms prioritize security, performance, and compliance, enabling organizations to deliver efficient, sustainable, and future-ready energy services. With a strong understanding of telecom operations, network infrastructure, and the challenges providers face, we build reliable, high-quality solutions that scale with your business.
In this video, IBM Vice President Chris Farrell challenges six common myths about observability, unpacking them one by one to clarify what organizations really need to achieve deeper operational insight and smarter decision-making. The same gap appears across every category where HAProxy competes with cloud providers and hyperscalers. HAProxy is 40 points ahead of the major cloud and hyperscaler alternatives in the Load Balancing category, such as Akamai (60), Cloudflare (59), and AWS ELB (55). For context, a single manual penetration test from a third-party firm can cost $10,000 to $50,000 and take weeks to complete.
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Higher-tier features like the Virtual Service Agent for Jira Service Management remain Premium and Enterprise only. Teams evaluating an AWS-native AI coding tool today should start with Kiro. The “run both” pattern that worked through 2025 (Q Developer for AWS-native, Copilot for general) now means evaluating Kiro alongside Copilot instead.
Observability is the ability to understand the internal state or condition of a complex system based on knowledge of its outputs. It plays a crucial role in maintaining the availability, performance and security of modern software applications and systems. Traditionally, development and IT operations practiced separately from each other in distinct silos.
Grok Build supports up to eight agents working in parallel, with each following a plan → search → build workflow. This means you can break down a large refactoring task and assign it to multiple agents, making it significantly faster than running it on a single thread. The hyperscalers were quick to support AI agents and the Model Context Protocol. Use these official MCP servers from the major cloud providers to automate your cloud operations. Cycle now runs on two fully isolated control planes (EU and NA) giving teams stronger data sovereignty, lower latency to region-local servers, and timezone-aware updates that land during off-peak hours.
The company earned 86 badges across eight categories, including 33 Leader and Momentum Leader badges. The broader significance of this launch extends beyond the two agents themselves. The hyperscalers are converging on a new product category defined by three properties that matter to enterprise buyers – agents that work autonomously, scale across portfolios and persist through complex workflows. TechTarget’s editorial team is deeply committed to providing enterprise technology leaders with independent, actionable guidance and market news. Our mission is to help IT professionals navigate all phases of the technology lifecycle with confidence. We aim to be your trusted source for the news, insights, and information you need to make informed decisions in the ever-evolving IT landscape.