Integrate ANY Python Function, CodeGen, CrewAI tool, LangChain tool with TaskGen! - v2.3.0
11In this session, I show how to use LangChain tools, CrewAI tools, your own tools for a very flexible Agent in TaskGen!
Spent 2 months creating a very versatile prompt that works with memory / plug and play functions. So, this is a showcase for TaskGen v2.3.0!
Why TaskGen? Most existing Agentic frameworks use free-text conversation as the base for Agentic interactions. TaskGen uses StrictJSON, a type-based JSON parser and more, to ensure correct output at each intermediate step, allowing for Chain of Thought and other sequential generation in a structured manner.
We will be showing how to generate games, essays, scrape web pages and many more with TaskGen equipped with the right tools.
It's really easy 🙂
TaskGen Repo: https://github.com/simbianai/taskgen
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0:00 Introduction
2:12 Interfacing LLMs with TaskGen
4:55 Interfacing Functions with TaskGen
19:53 Interfacing Functions with Agents
25:23 Logic for Selecting Next Subtask
34:05 Multi-step Function Showcase
38:23 Integrating with Crew.AI tools (WebScraper, PDF Query)
47:59 Integrating with LangChain Structured Tools
49:10 Integrating with LangChain Community Tools (Wikipedia, DuckDuckGo, Python REPL)
50:00 TaskGen Custom Tools: Code generator, executor, debugger, Webpage Parser
57:48 TaskGen CodeGen Showcase
1:04:38 Integrating with LlamaIndex Structured Tools
1:05:19 PyGame Creator with Agents
1:09:19 Essay Writer with Agents
1:13:13 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