A Python automation tool for smart job allocation and deadline management using FastAPI, Celery, and AI-powered profile matching.

Task-bot is a Fast API + Celery-based automation system that assigns tasks to the most suitable talent using AI-driven profile matching and handles deadlines, extension requests, and task reassignments intelligently.

• 🔗 Smart Job Allocation: Assigns jobs to the best-matching member using cosine similarity between job descriptions and member profile embeddings.
• ⏰ 24-Hour Deadlines: Automatically gives members a fixed 24-hour window to complete allocated jobs.
• 📝 Prolong Requests: Members can request deadline extensions (prolongations) with a reason.
• 🤖 AI Review: Uses AI logic to evaluate prolong requests based on the reason and member pool.
• 🔄 Auto-Reallocation: Automatically releases jobs and reallocates if deadlines are missed or prolong requests are rejected.
• ✅ Completion Tracking: Jobs are marked as completed upon submission.

• Python 3.x
• FastAPI
• Celery (with Redis)
• SQLAlchemy
• Cron scheduling (via Celery Beat)

Talent-Cron-LD/
├── app/
│   ├── __init__.py
│   ├── main.py
│   ├── models.py
│   ├── schemas.py
│   ├── db.py
│   ├── utils.py
│   └── mock_data.py
├── celery_worker.py
├── requirements.txt
├── run.sh
└── Readme.md

1. Install dependencies

   pip install -r requirements.txt

2. Start Redis

   docker run -d -p 6379:6379 redis

3. Start FastAPI

   uvicorn app.main:app --reload

4. Start Celery worker

   celery -A celery_worker.app worker --loglevel=info

5. Start Celery beat

   celery -A celery_worker.app beat --loglevel=info

• POST /jobs — Create a new job
• GET /jobs — List all jobs
• POST /complete-job — Mark a job as completed
• PATCH /allocations/{allocation_id}/prolong — Request a deadline prolongation
• GET /allocations — List all allocations
• GET /allocations/{allocation_id} — Get allocation details
• GET /members — List all members
• GET /mock-expired-allocation — Create a mock allocation with a past deadline

• When a job is created, it is automatically allocated to the best-matching member (using AI profile matching) by a background Celery task.
• Members can request a deadline prolongation for their allocation; prolong requests are evaluated by an AI logic in the background.
• If a job is not completed in time and no prolongation is granted, it is released and can be reallocated.

• All naming and endpoint conventions are original to this project.
• For demonstration, mock data and embeddings are used.
• The project is designed for easy extension and integration with real AI models and production data.

Talent-Cron-LD — Smart, AI-driven job allocation and deadline management for teams!

# Clone the repo

# Install dependencies
pip install -r requirements.txt

# Start Redis (or RabbitMQ)
docker run -d -p 6379:6379 redis

# Start Celery worker
celery -A app worker --loglevel=info

# Start Celery beat (for scheduled task checking)
celery -A app beat --loglevel=info