taleb-analysis

A text-based analysis package inspired by Nassim Taleb's concepts of Black Swan events and antifragility.

Overview

A new package would provide a text input describing a system, event, or scenario, and return a structured analysis based on Nassim Taleb's concepts of Black Swan events and antifragility. It would identify whether the input describes a fragile, robust, or antifragile system, highlight potential hidden risks (Black Swans), and suggest principles to improve resilience or benefit from volatility.

Installing

You can install the package using pip:

pip install taleb_analysis

Usage

To use the package, you can call the taleb_analysis function with the following parameters:

from taleb_analysis import taleb_analysis

value = taleb_analysis(user_input="text to analyze", api_key=None, llm=None)

By default, it will use the ChatLLM7 from langchain_llm7 package as the LLM instance. You can pass your own llm instance if you prefer to use a different LLM.

For example, to use the OpenAI's LLM, you can pass it like this:

from langchain_openai import ChatOpenAI
from taleb_analysis import taleb_analysis

llm = ChatOpenAI()
response = taleb_analysis(user_input="text to analyze", llm=llm)

Similarly, for Anthenropic:

from langchain_anthropic import ChatAnthropic
from taleb_analysis import taleb_analysis

llm = ChatAnthropic()
response = taleb_analysis(user_input="text to analyze", llm=llm)

And for Google Generative AI:

from langchain_google_genai import ChatGoogleGenerativeAI
from taleb_analysis import taleb_analysis

llm = ChatGoogleGenerativeAI()
response = taleb_analysis(user_input="text to analyze", llm=llm)

API Key for ChatLLM7

The default rate limits for the ChatLLM7 free tier are generally sufficient. For higher rate limits, you can provide your API key in one of the following ways:

• Set the LLM7_API_KEY environment variable.
• Pass the API key directly to the function: taleb_analysis(user_input, api_key="your_api_key").

You can obtain a free API key by registering at https://token.llm7.io/

Contributing

Contributions are welcome! Please refer to the GitHub repository for more information.

Author

• Eugene Evstafev (hi@eugene.plus)

GitHub

• taleb-analysis GitHub Issues