TaskPilot — AI Task Prioritization Agent

TaskPilot is an AI-powered task prioritization agent that helps users decide what to work on first by analyzing urgency, importance, deadlines, consequences, and context.

Why TaskPilot?

Traditional to-do lists record tasks but often leave the difficult decision—what should I do first?—to the user. TaskPilot uses an AI agent to analyze tasks, prioritize them, verify the ranking, and recommend the next action.

Agent Workflow

Analyze → Prioritize → Verify → Correct → Output

Features

• Natural-language task input
• AI-based prioritization
• Deadline and urgency awareness
• Importance and consequence analysis
• Verification of AI output
• Detection of missing, changed, duplicated, or invalid tasks
• Error handling
• Kaggle notebook demonstration

Architecture

User Tasks
    |
    v
Task Validation
    |
    v
AI Analysis
    |
    v
Priority Decision
    |
    v
Verification
    |
    +---- Problem Found ----> Correction
    |                            |
    +----------------------------+
    |
    v
Prioritized Task List

Technology

• Python
• LangChain
• Groq API
• Llama 3.3 70B
• Kaggle Notebook

Installation

See INSTALLATION.md.

Usage

See USAGE.md.

Project Structure

TaskPilot/
├── README.md
├── PROBLEM.md
├── ARCHITECTURE.md
├── TESTING.md
├── INSTALLATION.md
├── USAGE.md
├── CONTRIBUTING.md
├── CODE_OF_CONDUCT.md
├── SECURITY.md
├── ROADMAP.md
├── CHANGELOG.md
├── LICENSE
├── requirements.txt
├── .gitignore
├── .env.example
├── src/
├── tests/
├── examples/
├── docs/
└── assets/

Roadmap

See ROADMAP.md.

Contributing

See CONTRIBUTING.md.

License

MIT License. See LICENSE.

Status

v0.1.0 — MVP