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Feature: Agentic AI Productivity Assistant for Smart Task Management #5

@hoangsonww

Description

@hoangsonww

Summary

Introduce an Agentic AI assistant into TaskNexus that can help users manage their tasks proactively. Instead of only adding, completing, or deleting tasks, the AI will be able to:

  • Suggest priorities based on deadlines & workload.
  • Automatically categorize tasks (work, personal, urgent).
  • Recommend time blocks or schedules.
  • Generate insights like “You’re most productive on mornings, schedule hard tasks then.”
  • Auto-detect overdue tasks and propose re-scheduling.

This makes TaskNexus not just a task tracker but a personal productivity coach.


Problem / Motivation

Currently, TaskNexus functions as a reactive task manager — users must manually add, update, and prioritize tasks. But modern productivity tools increasingly include AI-driven assistance to help users avoid overwhelm.

Adding an agentic AI layer will enable:

  • Smarter planning (not just storing tasks).
  • Personalized recommendations.
  • Adaptive workflows (AI learns from usage patterns).

Proposed Solution

  • Backend

    • Add an ai-agent-service that integrates with Supabase tasks.

    • Endpoints:

      • /api/agent/prioritize → Returns ranked task list.
      • /api/agent/schedule → Suggests a time-block schedule.
      • /api/agent/insights → Provides weekly insights.
  • Frontend

    • New “Smart Assistant” tab in the bottom nav.
    • Inline “AI Suggest” button in Task Add/Edit modal.
    • Daily productivity digest notification (via Expo push).

Architecture (Mermaid)

flowchart TD
    User[User Tasks & Data] --> AgentPlanner[AI Agent Planner]
    AgentPlanner --> Prioritizer[Task Prioritizer]
    AgentPlanner --> Categorizer[Auto Categorizer]
    AgentPlanner --> Scheduler[Smart Scheduler]
    AgentPlanner --> InsightGen[Weekly Insights Generator]
    Prioritizer --> Supabase[(Supabase DB)]
    Categorizer --> Supabase
    Scheduler --> Supabase
    InsightGen --> Supabase
    Supabase --> Results[AI Recommendations]
    Results --> User
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  • Agent Planner: Decides which analysis to run.
  • Prioritizer: Orders tasks by urgency, importance, and context.
  • Categorizer: Auto-assigns tags/categories.
  • Scheduler: Suggests calendar-friendly blocks.
  • Insight Generator: Produces weekly productivity reports.

Acceptance Criteria

  • Users can tap “Smart Assistant” to see prioritized tasks.
  • AI can suggest due dates or rescheduling for overdue tasks.
  • Weekly insights include patterns (e.g., completion rates, time-of-day trends).
  • Tasks get auto-categorized (e.g., Work, Personal, Urgent).
  • Push notification reminders can be AI-generated.

Benefits

  • Makes TaskNexus a proactive productivity tool instead of just a static tracker.
  • Improves task completion rates with better prioritization.
  • Provides personalized insights for continuous productivity growth.
  • Differentiates TaskNexus from basic to-do apps.

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