Hiring Assistant
Created on April 4|Last edited on April 4
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Project OverviewSystem Architecture Core ComponentsWorkflow StructureKey FeaturesDataset CreationEvaluation ModesExpert Review System
Project Overview
The Hiring Assistant is an AI-powered system designed to automate and improve the hiring process by evaluating job applications against job offers. The system uses advanced language models and a structured workflow to make informed hiring decisions while maintaining fairness and reducing bias.
System Architecture
Core Components
- Document Processing
- PDF text extraction for both job offers and applications
- Image processing capabilities for visual content
- Structured data extraction using AI models
2. AI Models Integration
- Multiple model support (OpenAI, AWS Bedrock, Ollama)
- Model selection and configuration through UI
- Guardrail mechanisms to prevent hallucinations
3. Evaluation System
- Single test mode for individual applications
- Batch testing for multiple evaluations
- Comprehensive scoring system
Workflow Structure
The system follows a multi-step workflow:
- Document Upload
- Information Extraction
- Comparison and Decision Making
- Hallucination Checking
- Expert Review (when needed)
Key Features
Dataset Creation
The system includes a sophisticated dataset creation process:
- Characteristic Generation
- Configurable number of applicants
- Bias control mechanisms for:
- Gender
- Age
- Nationality
- Structured applicant profiles
2. R Score Calculation
- Quantitative measure of dataset representativeness
- Statistical analysis of distribution
- Threshold-based validation
3. Application Generation
- AI-powered application creation
- Integration with job offer requirements
- Quality control mechanisms
Evaluation Modes
- Single Test Mode
- Direct comparison of job offer and application
- Real-time decision making
- Detailed reasoning output
- Expert review integration
2. Batch Testing Mode
- Large-scale evaluation capabilities
- Multiple trial support
- Comprehensive scoring system
- Performance metrics
Expert Review System
- Human-in-the-loop integration
- Configurable review triggers
- Expert override capabilities
- Decision tracking and logging
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