Skip to content

"What is a Staff-plus engineer?" - interviews conducted with GenAI 🤖.

License

Notifications You must be signed in to change notification settings

backmarket-oss/staff-plus-genai-interviews

Repository files navigation

Staff-plus GenAI Interviews

The Staff-plus GenAI Interviews project is designed to manage and process interview content for Back Market. This project includes functionalities to read, concatenate, and summarize interview content using a large language model in GCP.

Alt text

🗂️ Project Structure

  • interviews/refinement/: Directory containing interview audio transcriptions in text files (.txt).
  • interviews/questions/: Directory containing questions in text files (.txt).
  • interviews/audio/: Directory containing audio files (.mp3).
  • prompts/: Directory containing prompt templates for the language model (.yaml).
  • out/: Directory where the output files are saved (.md).
  • pyproject.toml: Project configuration file.
  • README.md: Project documentation.

🛠️ Installation

  1. Clone the repository:

    git clone https://github.com/backmarket-oss/staff-plus-genai-interviews.git
    cd staff-plus-genai-interviews
  2. Install dependencies:

    make install

🚀 Usage

  1. Configure Environment Variables: Set the following environment variables:

    • GOOGLE_CLOUD_PROJECT: Google Cloud Project Name
    • DEFAULT_GCP_REGION: Google Cloud Location Name (default: europe-west2)
    • GENAI_MODEL: Model name for the language model (default: google/gemini-1.5-pro-002)
    • GENAI_TEMPERATURE: Temperature setting for the language model (default: 1.0)
    • GENAI_MAX_TOKENS: Maximum tokens for the language model (default: 8192)
  2. Run the main script:

    make run

🧪Methodology

1. Interview selection

Image

2. Interview audio AI processing

Image

3. Interview text review

Image

4. Interview text summary

Image

Results

[extract_and_summarize_interviews_content_back_market.md]

📜 License

This project is licensed under the Apache License 2.0. See the LICENSE file for more details.