GPT4o + CrewAI: Twice as fast? Half the Cost?

Summary

In this video, the creator tests Chat GBT 4.0 against its predecessor using three different AI 'Crews' to evaluate performance in real-world scenarios. The new model impresses with its efficiency and cost-effectiveness, especially when integrated with internet searches and embeddings. Despite mixed results in speed, the enhanced capabilities and lower cost of Chat GBT 4.0 make it a promising upgrade for AI developers. Viewers are encouraged to join a free AI developer community for support and resources.

Takeaways

• 🚀 The video discusses the testing of Chat GBT 4.0 against its older version in real-world scenarios using three different 'Crews'.
• 🔧 The 'Crews' are updated to use the latest version of Crew AI and the tool 'Agent Ops' for tracking performance metrics.
• 📈 The experiments are ordered from simple to complex, starting with normal LM calls and eventually incorporating internet access and embeddings.
• 🔍 Source code for the new updated versions of the 'Crews' is available for download in the video description for viewers to try out.
• 🎮 The first experiment involves a 'Game Builder' Crew that codes a game in Python, with outputs showing similar results between versions.
• 💻 The 'Agent Ops' tool is used to track and compare the cost and speed of the 'Crews', revealing that version 4.0 is about 20% cheaper than Turbo.
• 🌐 The second experiment introduces internet capabilities to the 'Crews', with the 'Trip Planner' providing a detailed itinerary and showing significant improvements in speed and cost with version 4.0.
• 📊 The third experiment, 'Stock Analysis Crew', performs fundamental analysis of a stock, with version 4.0 providing more links and resources for further investigation.
• ⏱️ In the speed comparison, version 4.0 outperforms Turbo, being both faster and more cost-effective, especially when incorporating internet searches and embeddings.
• 📈 Version 4.0 processes more tokens (both input and output) more effectively, leading to a more cost-efficient and faster performance.
• 🔗 The new version of Chat GBT 4.0 is shown to be more anticipative, providing additional links and resources that could be valuable for users.

Q & A

What is the main purpose of the video script?

The main purpose of the video script is to test and compare the performance of a new version of chatbot technology, specifically Chat GBT 4.0, against its older version in real-world scenarios using different 'Crews'.

How many different Crews were created for the experiment?

Three different Crews were created for the experiment to compare the new and old versions of Chat GBT.

What is Agent Ops and how is it used in the experiment?

Agent Ops is a tool used to track the performance of the Crews, including how much and how fast each Crew runs. It was integrated into the Crews to monitor their efficiency and cost.

What is the significance of the source code provided in the description?

The source code provided in the description allows viewers to try out the Crews themselves, see the results of the experiment, or use the updated versions of the Crews for their own projects.

What is the 'Free School Community for AI developers' mentioned in the script?

The 'Free School Community for AI developers' is a community with over a thousand members where AI developers discuss their projects, help each other, and receive free weekly coaching calls to get support for their projects.

What is the first experiment in the script about?

The first experiment is about running a 'Crew Game Builder' which takes an input of a game to build and uses different agents to code the game, usually in Python.

How does the 'Crew Trip Planner' work as described in the script?

The 'Crew Trip Planner' works by taking inputs such as starting location, destination, dates, and desired activities for a vacation. It then plans an entire trip, including a daily itinerary, budget breakdown, and packing suggestions.

What is the main difference between Chat GBT 4.0 and the older version in the context of the 'Crew Trip Planner'?

Chat GBT 4.0 provides more links and information in its trip plans, indicating a better understanding of important items to pass on to the user, compared to the older version.

What does the 'Stock Analysis Crew' do as per the script?

The 'Stock Analysis Crew' performs fundamental analysis on a given stock ticker, providing insights and recommendations on what actions to take regarding the stock.

How does the new Chat GBT 4.0 version compare to the older version in terms of cost and speed in the 'Stock Analysis Crew' experiment?

In the 'Stock Analysis Crew' experiment, Chat GBT 4.0 was found to be 30-40% cheaper and faster than the older version, despite processing more tokens.

What is the final verdict on Chat GBT 4.0 based on the experiments conducted in the script?

The final verdict is that Chat GBT 4.0 is more efficient, faster, and cheaper than the older version, providing more information and links in its responses, and is recommended for use in the viewer's own projects.