Blog

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