Make AutoGen Consistent: CONTROL your LLM agents for ACCURATE Postgres AI Data Analytics
IndyDevDan
@indydevdanAbout
On this channel we think, plan, and build. Right now on the channel, we're on the path to evolve into Agentic engineers. Engineers that build software that works for them while they sleep. Here are principles of my engineering philosophy and ideologies this channel holds as facts. - Avoid hype, focus on real valuable tools, technology and products. - Build real products. There are enough news, hype, trend channels. Let's make something real. - Listen to feedback but always think for yourself. - Use the best technology for the job period full stop. - Keep learning, forever. - Do what you share. I don't share anything on this channel I'm not betting on with my time, energy and money. - Cancel out the noise and focus on the signal of value creation. - Great things happen in the flow. Look for it everyday. I'm not the perfect programmer, designer, or creator but to succeed you don't have to be perfect, you just have to try, over and over in success or failure.
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Video Description
Prompt Engineering is only the FIRST STEP. What comes next is learning to CONTROL multi-agent conversations. To building agentic software that works on your behalf, we must guide the conversations of our agents. Microsoft's AutoGen takes a brief shot at this with the GroupChat and GroupChatManager python classes but this is not enough for all use cases. If you're an engineer looking to build your own multi-agent applications like our Postgres AI Data Analytics tool, then ensuring consistency with your LLM agents is vital. In this video we dive into how we can CONTROL agent conversations and orchestrate agent function calls with precision. Building on our previous two AutoGen postgres data analytics video and codebase, we reveal two architectural patterns to help you get control of your agents. The key? A robust python orchestrator class which guides agentic engineering by helping us manage our LLM agents. With this, we guide agent conversations and ensure seamless function calls. We establish principles of LLM agent orchestrations and agent conversations aided by gpt-4, openai function calls, and AutoGen. Discover, experiment, and learn with us. From mastering prompt engineering to multi-agent conversations powered by AutoGen we push our Postgres AI Data Analytics tool further. For those seeking insights into ai engineering and aspiring to build their own agentic software, this video was made for you. Letβs steer AI agents with precision, and learn to harness the power of agentic engineering. Huge shout out for all the likes and subs on the previous two videos. Feel free to join the journey - we're just getting started. π THE CODEBASE https://github.com/disler/multi-agent-postgres-data-analytics/tree/v3-make-autogen-consistent-control-your-llm β Watch Part Two - Using AutoGen to code a multi-agent postgres ai tool https://youtu.be/jmDMusirPKA π€π» AI Engineering Resources Microsoft's Autogen: https://microsoft.github.io/autogen/ Autogen group chat example: https://github.com/microsoft/autogen/blob/main/notebook/agentchat_groupchat_research.ipynb Free Postgres Hosting With Neon: https://neon.tech/ π€ ZERO Touch coding with AIDER? YUP https://youtu.be/MPYFPvxfGZs π Chapters 00:00 The channel has exploded BUT 00:45 What this channel is about 01:30 Recap our Postgres Multi-Agent Tool 03:00 The PROBLEM With AUTOGEN 03:43 Control Multi-Agent Conversations 05:24 Running the Data Eng Agent Team 09:45 The Sequential Conversation 11:20 The Broadcast Conversation 16:05 Multi-Agents with unique functions 17:55 Running the Data Viz Agent Team 20:19 Compose our two Multi-Agent Teams 24:50 Engineering is all about building blocks 25:20 The Order of Agent conversations matters 27:15 Where we're headed next π tags #postgresql #agentic #promptengineering
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