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By Taroon Mandhana
Here’s a stat that’s been rattling around in my head. In our 2026 AI SDLC study, 94% of engineering leaders told us they’re using AI, but only 6% have the systems to actually scale it across their whole software lifecycle. Almost everyone is playing with agents, yet almost no one can let agents run at scale without things breaking.
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By Tamar Yehoshua
Tamar Yehoshua is Chief Product and AI Officer at Atlassian, where AI agents are now direct users of the software her team builds.
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By Derek Cheng
AI is accelerating implementation. The engineering teams who benefit most will connect context, orchestration, and accountability across the work around code. AI can now help engineers turn ideas into working code in minutes, but software delivery has always been more than just producing code.
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By Tamar Yehoshua
AI is changing what entire organizations can accomplish. As it moves beyond individual productivity to orchestrating entire workflows, the value of software outgrows what seat count alone can capture. Atlassian customers are already realizing tangible business value from AI and automations, from reporting processes that run up to 40x faster with agents to saving 400 hours per month with automations.
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By Dr. Molly Sands
AI makes it quick and easy to turn rough notes into a clean, easy-to-read document. Job well done, right? Think again. Atlassian’s Teamwork Lab suspected that this professional veneer—what we call “AI polish”—makes it harder to spot foundational flaws and give feedback, so we tested it. We wanted to know: Does AI polish make it harder to identify problems in early drafts? How can we solve for this blind spot?
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By Dugald Morrow
There’s a concept in software engineering called a software factory – a structured, repeatable pipeline that takes raw inputs (requirements, code, tests) and reliably produces high-quality outputs (working software). The magic isn’t just automation. It’s the combination of standard tools, curated configuration, and encoded expertise that makes every run predictable, consistent, and improvable over time.
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By Chance Dubuque
Customer work rarely lives in one place. Salesforce holds the account, opportunity, contact, and case details. Jira shows the product work behind a customer commitment. Confluence holds the account plan, enablement materials, and meeting notes. Jira Service Management tracks support requests and escalations. Slack, Microsoft Teams, Google Drive, and other tools hold the conversations and assets that explain what’s really happening.
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By Kasen Stephensen
Without the right context, every day is day one for a coding agent. Agents may have the intelligence needed to write, refactor, and review code, but they still face the same challenge developers do: understanding how complex systems actually work. They need the right context to navigate cross-team dependencies, ownership boundaries, and downstream impacts that are hard to understand from any single workspace. Code only tells part of that story.
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By Esra Guler
The past couple of years have changed how my team operates. We’ve experimented, adjusted quickly, and seen meaningful early results. That momentum got me excited about where marketing is headed in the age of AI, even as we continue learning along the way. Since then, we’ve witnessed what holds companies back from succeeding with AI.
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By Avinoam Zelenko
@mention an agent on any page and it creates, edits, and comments alongside your team. Through the Atlassian Rovo MCP, the same agents work from Claude, Cursor, or your IDE. Agents have been working in Confluence since we launched custom agents in May 2024, and teams now run more than 5 million agent invocations a month. In February alone, Agents saved Atlassian customers more than 200,000 hours.
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By Atlassian
Individual capacity planning in Jira is a native view that connects team member bandwidth directly to live work items, epics, and initiatives—eliminating the need for disconnected planning spreadsheets. In this video, we cover how to set up individual capacity planning, import existing spreadsheets with Atlassian Rovo, track non-project time like PTO and KTLO, prevent overallocation across spaces, and rebalance resources using AI natural language commands.
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By Atlassian
Formula fields are a Jira custom field type that runs real-time calculations directly on work items using values from other fields. In this video, learn how to create formula fields in Jira, calculate dynamic metrics like budget variance and ROI, use Atlassian Rovo to generate formulas with natural language, and set up conditional formatting to highlight at-risk work. IN THIS VIDEO: CHAPTERS: RELATED RESOURCES.
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By Atlassian
This is video is part of the Teamwork Graph benchmarking series being launched by TWG PM/PMM. It is in support of the soon to be released Teamwork Graph benchmark report blog. About Atlassian: Behind every great human achievement, there is a team. From medicine and space travel to disaster response and pizza deliveries, we help teams all over the planet advance humanity through the power of software. Our mission is to help unleash the potential of every team.
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By Atlassian
Yes, Jira works inside Microsoft Teams. The Jira Cloud for Microsoft Teams app brings project management into your conversations, and it just got smarter. Over a million users already rely on the Jira for Microsoft Teams integration for notifications, work item previews, and quick actions. Now Jira understands natural language, so you can create, update, and assign work without ever leaving your Teams chat.
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By Atlassian
Already using GitHub Copilot? Now you can drive it directly from Jira. The Copilot integration reads your issue summary, description, and acceptance criteria, and passes that context straight to Copilot to work on your connected GitHub repo. The result: a pull request raised in GitHub, linked back to your Jira issue, ready for review. Watch to see how to connect your planning and your code in one easy flow.
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By Atlassian
Starting a new project with AI agents? The Agentic Engineering template in Jira gets your whole team set up in one go with coding agents (Jira Coding Agent, Claude, Copilot, Cursor), Teamwork Graph CLI, automations, intelligent triage, and more. Follow four guided setup tasks and you'll have agents wired into your workflow before your first standup. Watch to see how to go from a blank project to a fully agentic engineering setup in minutes.
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By Atlassian
What if every incoming issue could trigger Cursor Agent automatically? With agent automations in Jira, you set a condition, like a specific summary prefix for security issues or improvement requests, and when a matching ticket lands, your chosen coding agent (Jira Coding Agent, Claude, or Cursor) picks it up and gets to work. No manual triage, no delay. Set it once, and your agents do the rest. Watch to see how to wire up agent automations in Jira step by step.
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By Atlassian
“Let’s talk” just cost someone their entire afternoon. Confetti says the answer was a Loom all along.
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By Atlassian
What is AI really doing for the enterprise — and what's just hype? At the SAFe Summit 2026 in Amsterdam, Renaud Granier (Accenture), Zach Brown (Atlassian), and Saahil Panikar (Atlas Revolutions) sit down for an unfiltered conversation about the state of AI in business today. From the difference between prediction and reasoning, to the growing problem of AI sprawl, to why change management might matter more than the technology itself — this is a must-watch for anyone trying to make sense of AI in their organization.
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By Atlassian
Jira is the new system for AI-native software development. Turn ideas into agent-ready technical specs with Jira Planner. Assign work to any agent, including Claude, Cursor, GitHub Copilot, Jira Coding Agent, and more. Track, review, and iterate on agent output in one place. Scale agentic work with by automatically assigning tasks to coding agents.
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Tools for teams, from startup to enterprise. Atlassian provides the tools to help every team unleash their full potential.
Atlassian is a leading provider of collaboration, development, and issue tracking software for teams. With over 100,000 global customers (including 85 of the Fortune 100), we’re advancing the power of collaboration with products including Jira, Jira Service Desk, Jira Ops, Confluence, Hipchat, Bitbucket, Trello, OpsGenie, and more. Driven by honest values, an amazing culture, and consistent revenue growth, we’re out to unleash the potential of every team.