alexisjapas / applai

applai

ApplAI is a local webapp which allows you to generate a specific cover letter and curriculum vitae from an application URL and some personnal data

SETUP

Prerequisites

• ollama: models manager
• typst: template engine

AI Models

• llama3:8b-instruct-q5_K_M: main model
• mistral:7b-instruct-q5_K_M: alternative
• gemma:2b-instruct-q2_K: very fast, for testing only

Python dependencies

• flask
• flask_sqlalchemy
• requests
• ollama

Run

• cd src ; flask run
• Go to http://127.0.0.1:5000 on your browser (only chrome-based are supported)

ROADMAP

WIP

• Import / export users data

Issues

• Dynamics links not fully working with Firefox (ex: Links)
• Fix paths handling

Alpha

• Docker
• Application tiles smaller
• Extra inputs/textareas shall be invisible at start
• A section shall be invisible if empty (all sections appears if the mouse is over #user_data div)
• Hide import/export buttons while not hovering userdata section
• Application popup:
  • Fields on the left and preview on the right
  • Set max-size for the preview
• Footer with our names, copyrights, github link
• Buttons "delete", "run again" on the application (vertical dots menu selector aside close button)

Beta

• Add CV support
• If the URL has yet been applied, propose to run a new generation (keep all versions)
• Optimize prompts & reduce calls
• Do not display "Work In Progress", it block the user from using the application. Instead, create an application tile with a loading status (so the user can add other applications to the queue)
• Cold boot on last state
• Application webpage
  • Lock cover letter modifications when the application is sent
  • Application status ["Not sent", "Pending", "In progress", "Game Over", "I GOT THE JOB"]

V0

• Review [POST]/user API in order to better manage form save and database access
• Link skills to experiences/education
• Chrome extension
• Support external llm API
• Multi-profiles:
  • Popup with checkbox to pick data
  • Change borders of the picked items in the color of the profile
• Add a color to each profile (and use it on application's tiles borders)