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How tech leaders can turn AI hype into real team productivity
AI delivers tangible, repeatable returns when teams apply it with intent and share a common literacy.
AI turns software engineers into product engineers
For decades, the software development lifecycle followed a predictable rhythm. Product Managers translated customer needs into specs. Engineers translated specs into code. We measured progress in quarterly plans, monthly sprints, and weekly releases. This was the “factory model” of software: a sequential assembly line where each function had a clear role. Product Managers were the […]
Toxic positivity at work: how to spot it and squash it
Though well-intended, extreme optimism can hurt more than it helps. Here’s how you can trade false reassurance for true resilience.
How AI turns product managers back into builders
AI is changing how product teams build, learn, and ship. But “AI fluency” isn’t a status you read your way into. It’s something teams earn by building.Product thinker and Product Growth author Aakash Gupta lays out a practical pathway for PMs, designers, and engineers to level up. In his words, when leaders ask how to […]
How Specialised Sub-Agents Enhanced Rovo Dev CLI Reliability for My Project
Over the last little while I’ve been using Rovo Dev CLI on a personal side project. It started as a fun experiment: “How far can I get if I let an AI agent write most of the code?” At first I did what I suspect many of us do: I pointed one big, do-everything agent […]
Designing a Forge app
During the 2025 F1 season, the Atlassian Workplace Events team ran a competition to win AWR signed swag or personalised AWR merchandise for each F1 race. Each competition involved one or more questions that would be posted a few days before the race. Atlassian staff would submit their answers in a Google form and the […]
All brains on deck: 10 best practices for knowledge-sharing
One person’s knowledge isn’t enough to execute the work that really matters. Even your team can’t go it alone. To make great things happen, your entire organization must pool their cognitive resources. Sharing knowledge improves innovation, creativity, and productivity for everyone. Without it, information gets trapped within departments, teams, and individuals’ brains (the dreaded silos). […]
How hands-on workshops boost teamwide AI confidence
When teams learn by doing, AI stops feeling abstract and starts driving real behavior change, from higher usage to stronger everyday skills.
Improving product analytics with Rovo Dev CLI
When we’re building AI-powered developer tools (Rovo Dev CLI), our ability to learn from the real usage data is just as important as the product we ship. Inside Atlassian’s Rovo Dev team, we rely heavily on data analytics to make critical product decisions, for examples: That means writing a lot of SQL, which is often […]
7 change management strategies for effective organizational change
Change management strategies are structured approaches to guide organizations through transitions successfully.
Crush your 2026 New Year’s resolutions with this limited-edition AI-powered feature in Trello
You know the script: new planner, new gym shoes, same overwhelmed brain by week three. The fresh energy to the start of any New Year is real, but so is the risk of failing to follow through with resolutions or goals set. Studies show that around 45% of adults make New Year’s resolutions, but only […]
Better together: 8 essential teamwork skills to master
Use these strategies to align expectations, streamline communication, and crush your goals.
Using Rovo Dev multi‑stage prompts for refactoring UI components
LLMs are good at individual, well‑specified tasks. But they struggle when we ask them to do too many things at once. When a single prompt mixes several goals (e.g. “refactor this component, add three new features, fix tests, and update docs”), a few common failure modes appear: This isn’t because LLMs are “bad at coding”; […]
Getting Ready for Forge Billing
Forge usage began counting toward billing on January 1, 2026, and developers will receive their first invoices in February. In the lead-up to invoicing, we’re sharing more details about SLAs, support, and how to set up your developer space. Over the next couple of weeks, we encourage developers to spend time getting familiar with their […]
Why 2026 will be the year AI grows up
The AI-native workforce is about to change everything.
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Inside Atlassian
Research and insights on how teams can deliver with AI.