TaskGen - LLM Agentic Framework that Does More, Talks Less: Shared Variables, Memory, Global Context
12Want LLM Agents that focus on doing the task, and not be too verbose with "Thank You" and "I'm sorry"?
TaskGen is the answer for you.
Using StrictJSON at the core to ensure that the functions output in structured JSON with no output key missing, it makes the agents' output more concise.
Problem: Too many possible action paths to solve a task
Solution:
Agent is only allowed to use the constrained function space to select actions to fulfil a task
This helps make generation more targeted and avoids going in cycles
Problem: LLMs do not perform well with long context
Solution:
Agents are only prompted task-specific instructions via selection over memory
Agents are only given functions that are related to tasks. The functions can be programmed to return just a concise statement of what happened and the rest which Agent does not need to know can be put to Shared Variables
Agents can be prompted with Global Context to prime it with important information that carries over across tasks, and so we can remove all the specific history which happened over the previous tasks
Check out all these and more (demos by Brian and I ) in our live discussion session! We will focus on Shared Variables, Memory and Global Context.
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Part 1: https://www.youtube.com/watch?v=O_XyTT7QGH4
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0:00 Introduction
1:33 RAG Chatbot by Brian
11:17 Web Browsing Agent by Brian
18:28 AWS Bot by Brian
23:40 Discussion about implementations by Brian
35:28 AI-Powered Shop Assistant by John
50:43 Maze Navigator by John
53:53 TaskGen Introduction
1:00:13 Shared Variables
1:11:31 Memory
1:28:25 Additional/Global Context
1:33:33 Saving and Loading Agents
1:34:28 Discussion
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AI and ML enthusiast. Likes to think about the essences behind breakthroughs of AI and explain it in a simple and relatable way. Also, I am an avid game creator.
Discord: https://discord.gg/bzp87AHJy5
LinkedIn: https://www.linkedin.com/in/chong-min-tan-94652288/
Online AI blog: https://delvingintotech.wordpress.com/
Twitter: https://twitter.com/johntanchongmin
Try out my games here: https://simmer.io/@chongmin