The utilization of OpenAI’s GPT-4 API for the creation of innovative applications such as BabyAGI and AutoGPT has generated great interest within the cryptocurrency community. These applications could have a disruptive impact on the market by enabling the automation of trades through cutting-edge technologies.
AutoGPT set to 100 runs. Goal: amalgamate best indicators for Crypto trading in Pine code. Result looping errors. Scavenged through output, found enough bits for GPT4 to give me strategy Pine code. 4hr backtested 2018 to now. $25 to $92M. Started test today, currently $1 profit
— Under_the_Valley.MI (@ValleyUnder) April 11, 2023
The development of a fully-autonomous, self-correcting cryptocurrency trading bot is the primary goal behind these two applications. The key to their success lies in task management for GPT-4, which currently excels at natural language processing but lacks the ability to memorize information. Consequently, applications built on the GPT API are presently restricted to single-session use as the model cannot recall information from previous interactions. This limitation poses a challenge for the creation of a bot that can self-correct and analyze market trends effectively.
— Mr. Harrison (@Harriso20462924) April 9, 2023
To overcome these limitations, some developers have found a potential method by building applications that leverage GPT’s ability to generate code and connect to external sources. For instance, AutoGPT generates code using GPT-4 and creates a virtual artificial memory space utilizing GPT-3.5 to shuttle information between the two. Meanwhile, BabyAGI combines GPT-4 with LangChain, a coding framework, and Pinecone, a vector database, to spawn new agents capable of completing complex tasks while maintaining focus on the primary objective.
Both applications have the potential to serve as the backbone for a multi-agent, fire-and-forget AI application capable of managing a crypto portfolio from top to bottom based on little more than plain language prompting. Although neither application was specifically designed with the cryptocurrency market in mind, there have been several efforts to adapt one or both for autonomous trading, suggesting that their potential impact on the market could be significant.