This is still a early protype. Jira Time Machine is an Atlassian Forge application designed to transform static project backlogs into dynamic "Future Simulations." By leveraging a simplified AI World Model framework, it helps Project Managers visualize the "Emergent Workflows" and hidden risks that traditional burndown charts often miss.

Key Features Stochastic Risk Modeling: Uses Monte Carlo-style logic to simulate random "shocks" like team member sickness or unexpected absences.

Cognitive Load Analysis: Adjusts team velocity based on context-switching overhead and mental juggling costs.

Complexity Friction: Simulates the integration delays inherent in highly coupled or "spaghetti" codebases.

Real-time "What-If" Analysis: Interactive sliders allow users to see instant impacts on projected delivery dates for unresolved tasks.

Compact Dashboard UI: A high-density, professional interface built with Forge UI Kit 2, optimized for modern Jira environments.

It bridges the gap between software production theory (Context Switching, Coupling, and Aleatoric Uncertainty) and daily project management execution.

Tech Stack Atlassian Forge: Cloud-native development platform.

React: UI Kit 2 for native Jira look-and-feel.

Node.js: Backend resolvers for secure Jira API v3 integration.