🚀 AI Agents & The Future They're Crafting!

AI for Marketing

Author

Vincent Sider
October 23, 2023

Greetings AI Enthusiasts,

OpenAI is soon going to unveil its AI Agents offering. And when that happens, the world is going to be all about the magic of agents. Want a head start? Dive into building agents using AutoGen and GenWorlds today, and if you need a hand, yours truly is here to help!

Did you ever have that moment when you're chatting with an AI and think, "Oh, how I wish this model could do something instead of just telling me about it"? Well, the answer is here: AI Agents.

Why Should You Care?

Here's a quick math lesson: Standalone LLM < Single AI Agent < Multiple AI Agents

Translated, this means a bunch of these AI Agents collaborating can achieve feats beyond what individual, standalone Large Language Models can. And if you’re thinking this is the next big thing... you’re not wrong!

Enter AutoGen 🚀

Microsoft just turned the tables in September 2023 with its new darling, AutoGen. To put it simply:

  • AutoGen is the superpower that lets you easily build applications based on multi-agent conversations.

  • It’s like assembling your Avengers team, where each agent (or superhero) has a unique specialization, and they collaborate to solve your problems

And for the nerds craving specifics (I see you 😉):

  • AutoGen’s Superpowers:

-Complete Flexibility: Choose how your team of agents is structured, who they chat with, and how much freedom they have.

-Human Participation: Unlike previous agent frameworks, humans can jump in anytime to correct or suggest improvements during a task.

-Multi-agent Conversations: Think of this as a group chat among AI Assistants, each with a different talent.Flexible

-Autonomy: With the UserProxyAgent, you get to decide the trust you place on your AI buddy. Trust issues? Solved!

But, How Do I Use It?

Well, you're in luck. If you've been a fan of OpenAI, AutoGen is built to easily integrate with the OpenAI API. And for the rebels who don't want to conform, AutoGen gives you the flexibility to use models that you have locally. That's right. Local is the new global.

Okay, I’m Sold. What Can I Build?

Here's a sneak peek, sector by sector:

  1. Finance: Automated assistants to analyze stock patterns, predict market trends, and even manage portfolios.

  2. Healthcare: Virtual doctors for basic consultations, appointment scheduling, and even medicine reminders.

  3. Education: Personalized tutors, subject matter experts in group chats for brainstorming, and even assistants to grade assignments.

  4. Entertainment: Agents that can co-write scripts, suggest plot twists, or even design game levels.

  5. Retail: Personal shoppers, inventory managers, and even market trend predictors.

GitHub Repository:

Get a deeper insight into Autogen here.

GenWorlds: A Strong Alternative to AutoGen

  • What is GenWorlds? GenWorlds is an alternative to AutoGen, focusing on coordinating AI agents in multi-agent systems. It emphasizes both event-based communication and a variety of interaction modalities.

  • Key Features:WebSocket-Based Event System: GenWorlds employs WebSocket-based events, simplifying integration with existing technologies like frontend and backend systems (thank you so much 😉)

  • Diverse Interaction: Agents in GenWorlds interact not just through conversation but also via objects and distinct event dispatches.

  • Collaboration Beyond Dialogue: While AutoGen emphasizes dialogue, GenWorlds introduces elements like project managers, microphone tokens, and deterministic task routers.

  • "Think & Do" Loop: Agents in GenWorlds follow a "Think & Do" loop where they select an action and then populate the communication event, enhancing precision in task execution.

  • Inclusive Interactive Canvas: GenWorlds promotes interactions that include not just conversational elements but also objects and varied event types in immersive, simulated worlds.

  • Advanced Customization: It offers extensive customization options and skillfully manages deterministic and non-deterministic elements.

  • GitHub Repository:Get a deeper insight into GenWorlds here.

The Power of Audio in AI: Integrating Audio into AutoGen with PlayHT or ElevenLabs

As we move into an era where multimodal is at the forefront of the AI experience, integrating audio into AI platforms is crucial. AutoGen's versatility shines as it can integrate text-to-speech capabilities, transforming generative text into audible outputs.

  • Integrating PlayHT with AutoGen: PlayHT provides text-to-speech services for generative text. By integrating PlayHT with AutoGen, we can equip the AI agents with audio capabilities.Obtain the API key: Start by signing up on PlayHT. Each registered account gets some free characters for initial validation.Dependencies Installation: Install the necessary python packages, as instructed here.

  • Implementing Audio Conversion: The main function, convert_text_to_audio, integrates PlayHT's capabilities into AutoGen. This function uses the API to convert text into audio and play it out loud.Updating LLM Configuration: Ensure the AutoGen LLM configuration includes the convert_text_to_audio function, allowing the agents to utilize the PlayHT API for text-to-audio conversion.

  • Test Run: With these integrations, asking the agent to provide an introduction to a topic, like "Autogen", will not only generate the introduction text but also convert it into audio and speak it out loud.

Conclusion

AutoGen and GenWorlds aren't just another piece of technology; they encapsulate the aspirations of a futuristic vision.

As we venture further into the intricate world of AI agents, these solutions will undoubtedly take center stage. They are destined not only to influence the trajectory of AI discussions but also to signal a future where viewing the sky isn't an endpoint, but a mere launchpad.

As multimedia continues to dominate the tech landscape, the integration of audio and video capabilities in AI Agents will only grow more essential.

AI enthusiasts should harness these evolving capabilities to learn and push the boundaries of what's possible in AI Agents.

Before I go, remember this: In the world of AI, be the agent of change, not just a bystander. In other words, use it or lose it. Now, go out there and create some AI magic! 🎩✨

Until next time, Vincent

Feedback, queries, or AI-related questions? Get in touch! I love hearing from you. ☺️