updated 1y ago
GitHub - OpenBMB/XAgent: An Autonomous LLM Agent for Complex Task Solving
Darren LI and added
- An LLM’s abilities are amplified when combined using emerging agent frameworks like BabyAGI, AutoGPT and ChatArena. These frameworks break down workflows into a series of discrete roles each handled by AI agents, which are given a defined objective and work together to automate a complex task.
Initially, this will take the form of human-AI collabora... See morefrom LLM agents: the next platform shift in B2B software by Chris Rainville
Nicolay Gerold added
- An agent can be thought of as a logical wrapper around an LLM, allowing us to add several features to our AI systems, primarily:
- Tool usage, such as calling APIs for info, executing code,
- Internal thoughts over multiple generation steps
- Ability to use various tools and reasoning steps to answer more complex queries.
- Parallel agents can go and complete
from LLMs Are Not All You Need | Pinecone by James Briggs
Nicolay Gerold and added
- First off, a primer on autonomous agents: - Give them a task - Give them memory - Give them access to tools - They decide on-the-fly how to accomplish your task and remove you from this process because... it's autonomous - Watch them attempt to do the work
from Tweet by Zach Tratar
Darren LI added
Agents are arms and legs of LLMs - AutoGen's design offers multiple advantages: a) it gracefully navigates the strong but imperfect generation and reasoning abilities of these LLMs; b) it leverages human understanding and intelligence, while providing valuable automation through conversations between agents; c) it simplifies and unifies the implementation of complex LLM workflows as... See more
from r/singularity - Reddit
Nicolay Gerold added
Chaining LLM Agents instead of LLM calls. Seems like a pretty heavy prompt engineering effort. They are pushing for agents that are specialized in a certain tasks through RAG / finetuning, where CAMEL and other frameworks failed. One interesting area for exploration might be finetuning LLMs for collaboration before finetuning them for tasks. - React.js LLM Agent for next generation codingReactAgent is an experimental autonomous agent that uses GPT-4 language model to generate and compose React components from user stories. It is built with React, TailwindCSS, Typescript, Radix UI, Shandcn UI, and OpenAI API.
from ReactAgent - The open-source React.js LLM Agent
Nicolay Gerold added
Building production-ready LLM-powered applications is currently very difficult. It involves countless iterations of prompt engineering, parameter tuning, and architectures.
... See more
Agenta provides you with the tools to quickly do prompt engineering and 🧪 experiment , ⚖️ evaluate , and 🚀 deploy your LLM apps. All without imposing any restrictions on yourfrom Testing framework for LLM Part
Nicolay Gerold added
Darren LI added