The project
A team-built mobile application connecting goal planning, structured milestones, adaptive scheduling, focus sessions and a virtual companion. The application combines user-facing product design with an AI-assisted planning pipeline and deterministic safeguards.
What needed solving?
How can a goal-planning app turn open-ended goals into realistic, editable actions while remaining usable when AI services fail?
Engineering approach
- Structure the planning flow around validation, milestones and deterministic scheduling.
- Integrate Flutter screens with Firebase authentication, persistence and backend functions.
- Support review and adjustment of generated tasks before commitment.
- Provide fallback paths for supported AI failures without silently bypassing goal validation.
Highlights & results
- Goal validation and AI-generated milestone planning
- Adaptive scheduling and calendar workflows
- Android-native focus support and virtual companion
- Fallback behavior for AI-planning failures
Lessons learned
Reliable AI features need explicit boundaries, good failure handling and understandable user controls—not just impressive model outputs.