Bridging the Gap Between Agility and Planning

2026-03-25

AI Summary

This study addresses the challenge of integrating strategic planning into agile development without compromising its empirical control and responsiveness. To this end, the authors propose the Milestone-Driven Agile Execution (MDAX) framework, which aligns project execution with organizational objectives by using strategic milestones to guide backlog prioritization. MDAX decouples high-level strategic planning from low-level implementation through a methodology-agnostic and mechanism-decoupled design, enabling organizations to flexibly adopt development practices best suited to their context. The framework enhances strategic alignment of project delivery while preserving the core agility needed for rapid adaptation. As such, MDAX offers an innovative and scalable solution for hybrid project management that effectively bridges strategic intent and agile execution.

Technology Category

• Multiagent Systems: Multiagent Planning
• Planning, Routing, and Scheduling: Mixed Discrete/Continuous Planning
• Humans and AI: Planning and Decision Support for Human-Machine Teams

Application Category

• Search and Retrieval-Augmented AI: Agentic search
• Semantics and Knowledge: Methods to enhance, augment, integrate or synergize semantic models such as knowledge graphs and LLMs
• Systems and Infrastructure for Web, Mobile and WoT: Applied ML and AI for Web-based mobile applications

Abstract

Milestone Driven Agile Execution is a hybrid management framework where the empirical control component of agile development is retained but the prioritization of the backlog is done according to a macro or strategic (milestone) plan that drives the execution of the project. MDAX is method agnostic, in the sense that the development approach is not embedded in the execution mechanism but in the plan that drives it. This allows organizations using it to choose the development approach that suites them most,

Problem

• Agile
• Planning
• Milestone
• Hybrid management
• Backlog prioritization

Innovation

• Milestone Driven Agile Execution
• hybrid management framework
• agile development
• strategic planning
• method agnosticism