Career Assistant AI Agent

An AI-powered career assistant that generates professional employer responses, evaluates them using an LLM-based critic, and escalates risky situations through a human-in-the-loop mechanism.

🚀 Features

Profile-grounded response generation

LLM-as-a-Judge evaluation system

Automatic revision loop

Risk / uncertainty detection

Human-in-the-loop escalation

Mobile push notification (Pushover)

JSON event logging

Gradio live demo

🧠 Architecture

The system includes:

CareerAgent (generation)

CriticAgent (evaluation)

UnknownDetector (risk classification)

Notification tool

Logging system

Pipeline:

Employer Message → Unknown Detection → Draft Generation → Critic Evaluation → Revision (if needed) → Final Response

🛠 Tech Stack

Python

OpenAI API

Gradio

Pushover API

JSON logging

📦 Setup pip install -r requirements.txt

Create a .env file:

OPENAI_API_KEY=your_key PUSHOVER_USER=your_user PUSHOVER_TOKEN=your_token

Run:

python app.py 🧪 Required Test Cases

Standard interview invitation

Technical question

Unknown / risky message (salary/legal)

🔐 Safety Mechanisms

Profile grounding

Self-evaluation scoring

Threshold-based quality gate

Confidence-based escalation

Human-in-the-loop branch