The Dark Side of Local AI Agents: How to Fix Them (AutoGen + Ollama + Python)

Описание: 🚀🔒 Unlock real privacy and eliminate API fees by mastering local LLM workflows! This step-by-step tutorial shows you how to diagnose and solve critical "dark side" issues that sink most local private AI agents—quickly and efficiently in AutoGen using Ollama LLMs.

🎯🔍 What You’ll Learn (Timestamps)

00:00 - Intro: Local Private AI Agents have separate challenges!

03:13 - Integrating an Ollama local LLM in AutoGen and interacting with it

06:57 - Building an AI Agent in AutoGen with a local Ollama LLM

10:28 - Using PyPDF library to read pdf files in Python

17:00 - Problem 1: LLama3.2 CANNOT follow instructions correctly!

22:01 - Working with DeepSeek (deepseek-r1)

27:18 - Problem 2: DeepSeek does not support tool calling in Ollama!

28:53 - Working with Qwen (qwen3)

32:28 - Running the AI Agent in a loop! (RoundRobinGroupChat)

42:09 - Problem 3: Qwen seems promising but not there yet!

44:11 - Prompt Engineering to improve Qwen3

53:35 - ChatGPT GPT4-o is way smarter (but not local and private!)

👥 Who Should Watch?

🐍 Python developers tired of high API costs & rate limits

🔐 Data scientists prioritizing data privacy

🛠️ AutoGen developers looking to enhance their local agent setups



📂 GitHub Repo: https://github.com/M-H-Amini/YouTube/...


🎥 Playlist Suggestion
Boost your skills with the Agentic AI Tutorials Playlist—featuring advanced agent orchestration, Streamlit applications, and cutting-edge AI techniques →    • I Built an Agentic AI That Debates Itself ...  

❓ Have a Question?
Drop it in the comments—or open an issue in the repo—and I’ll get back to you. If this helped, hit Like 👍 and Subscribe for more AI Agent projects!

Light Sting by Kevin MacLeod is licensed under a Creative Commons Attribution 4.0 licence. https://creativecommons.org/licenses/...

Source: http://incompetech.com/music/royalty-...

Artist: http://incompetech.com/