Notes from the workshop
Behind-the-scenes, technical deep dives and product updates from the La Forge team.
Why AI ROI Fails Without Better Issue Tracking
Most teams optimize the wrong layer, creating coordination overhead that AI can't overcome

Jira as AI Context Layer Changes Governance
When your productivity tool becomes retrieval corpus for enterprise AI systems

Atlassian's OpenTelemetry Migration Changes Everything
Why Jira admins should care about internal infrastructure shifts

Jira Automation Limits Are Architecture Decisions
Design your automation strategy before hitting monthly execution caps

Jira Now Runs AI Agents: Governance Questions Emerge
AI is embedding directly into your Jira instance. Here's what admins need to know.

Cloud Migration Risk: Your Marketplace Apps Matter
Don't overlook security implications when migrating Jira apps to Cloud

Atlassian Teamwork Graph: The Hidden Ecosystem Backbone
How Atlassian's connected data layer is reshaping third-party integrations

Rovo Bridges Teams and Jira Gap
Atlassian's AI tool turns Microsoft conversations into tracked work automatically

How to Find Duplicate Issues in Jira Automatically
Why searching by title never works, and what actually does

Shared Issue Ownership in Jira Workarounds
Why single-assignee workarounds create costly friction for teams

Why AI Efficiency Gains Hide Workflow Costs
Developer Experience Index falling despite AI adoption rising—what engineering managers must know

Atlassian Forge Migration Accelerates with AI
How AI-assisted tooling reshapes app security and Jira admin choices

What Tempo Reveals About Marketplace App Success
How enterprise teams evaluate and commit to lasting Atlassian Marketplace apps

Jira AI Development Hub Workflow Demands
How AI-accelerated development is outpacing traditional coordination models

Atlassian Jira AI-Native Platform Repositioning Explained
How Jira is evolving beyond a tracking tool into an AI-integrated development system

AI Coding Tools Are Reshaping Jira
How AI productivity gains create new pressures for engineering teams

Atlassian Stock Decline What Admins Should Know
How investor pressure reshapes product roadmaps and platform commitments

Slack-to-Jira Integration Convenience Trap
Why faster issue creation often means messier backlogs

Atlassian's Claude Agent for Jira Explained
What the AI agent actually changes—and doesn't—for your team

Jira Cloud Marketplace Apps Real Costs Explained
Understand vendor lock-in, hidden costs, and real risks before migrating

AI Marketplace Apps Change Jira Trust Surface
How to evaluate AI-augmented Atlassian Marketplace apps safely before install

Cursor-Jira Integration Exposes Hidden Data Quality Issues
Why AI coding assistants reveal weaknesses in your Jira configuration

Handling Shared Ownership in Jira Workflows
Master multi-person task assignment patterns for better team accountability

Jira Admins Must Prepare for Atlassian AI Infrastructure Shift
Autonomous agents are reshaping governance—understand the implications before they land

Atlassian Agentic Pipelines Claude Code Jira Teams
How Atlassian's AI infrastructure shift transforms autonomous work in Jira

Rovo Dev CLI Research Mode Jira Scale
Atlassian's agentic research capabilities reshape how platform engineers handle Jira at scale