AI agents can now teach themselves HOW to use tools (ie. any API) in real time, completely automated! Introducing: Self-Learning Agent for Performing APIs (SLAPA) with Finsam Samson

When given a task, SLAPA knows to search for the API documentation and learn all the information. Then he create API calls. If they don't work, he learns from his mistake and tries again.

SLAPA's knowledge accumulates. He only needs to read documentation if you ask for a new API he's never encountered before; otherwise, he already knows it. As more people use SLAPA, the more comprehensive his knowledge becomes. He also gets better at writing API calls.

Recent work, such as Toolformer, have demonstrated that language models can teach themselves WHEN to use tools. With SLAPA, we show that language models can also teach themselves HOW to use tools!

If you are interested in beta access, please DM. If you are interested in joining the community working on the open standard for agent communication, also please DM.

Have been overwhelmed with DMs, will get to all of them soon!

@FinsamSamson how are u retaining its knowledge and building over it if not fine tuning? or do u store the learnt data as embeddings which are later searched

@FinsamSamson Does it find the API to use as well?

@FinsamSamson Yes!

@FinsamSamson Very cool! I did something similar here:

@FinsamSamson What happens for APIs that require private keys for access? Can you enter them or is it only using public APIs?