Training Language Model Agents with Archer

Welcome to our channel, where we dive into the fascinating world of technology and innovation! Today, we're exploring the incredible capabilities of Large Language Models (LLMs) beyond just completing text prompts. Imagine a world where LLMs don't just predict text but make intelligent decisions through ongoing conversations, whether browsing the internet, operating software, or providing top-notch customer support. This isn't about simple tasks but about complex, goal-oriented actions that require thinking several steps ahead.

However, there's a catch. Current reinforcement learning (RL) techniques, which teach these models to make decisions, are mainly designed for single interactions. They miss out on learning from a series of decisions, understanding the consequences of their actions over time, and strategically gathering information - all crucial for handling real-life tasks effectively.