Crimson Agent

Crimson Agent is a python-based framework built that can be used to build custom chatbots for privacy critical applications such as for banking and finance.

How to test it out?

Note: Before starting make sure you have python3 and pip installed on your system

1. Clone this repo:

   git clone https://github.com/shahiryar/crimson-agent.git

2. Install dependencies

   pip install -r requirements.txt

3. Run the app

   streamlit run app.py

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TODOs

Develop POC

• [X] Demo Intent Classifier Training
• [X] Intent Classification
• [x] Follow up entity reprompt
• [X] Sentiment Analysis

Make Robust

• [X] Add No-Match Intent (threshold based)
• [X] Redirect conversation amdist of active context (Cancel Slot Filling)
• [X] Reponse formating from context
• [X] Design Context Lifecycle Management
• [X] Handle Input and Output contexts for Intents
• [X] Modulate the code for reusablity

Make Configurable

• [ ] Configurations Page to add new Intents and Entities and a Configuration Page to add new agents
• [X] Train and Retrain Script
• [X] Session Lifecycle Management

Make Integrated

• [ ] Communication Channels Integration
• [X] Enable Whatsapp Message Sending
• [X] Enable Webhook Integrations
• [ ] Plan Deployment

Make Better

• [ ] Option for Rule-based Intent Matching
• [X] Implement open-source LLM to generate Natural Language Responses
• [ ] Manage Knowledge Base Creation and Connection