"Real World AI Integration" by Carin Meier and Marlon Silva

The presentation discusses enhancing engineering workflows with AI, focusing on integrating large language models (LLMs) to improve developer productivity. Marlon and Karen from Nubank highlight their AI team’s objectives and share their experiences using AI-generated images and creating a backend tool for engineering. They address the challenges of LLMs in generating code, emphasizing the need for flexibility and community engagement. The importance of using LLMs to foster critical thinking and problem-solving is also discussed, alongside a live demo showcasing AI applied to data analysis tasks using Closure.

Introduction of the AI team’s objectives at Nubank.

Explaining what large language models (LLMs) are.

Demonstration of LLMs helping in generating code.

Testing generated code for functionality.

Utilizing role-playing with LLMs to generate report content.

AI Expert Commentary about this Video

AI Governance Expert

The integration of LLMs in developer workflows raises important governance considerations. Issues of data privacy and ethical AI usage must be prioritized, as engineers increasingly rely on AI-generated outputs. Addressing bias in LLM training data becomes crucial to ensuring fair outcomes. A centralized governance framework can help mitigate risks while fostering innovation within teams leveraging AI technology in coding practices.

AI Behavioral Science Expert

The presentation emphasizes the significance of using LLMs to enhance critical thinking among engineers rather than replace it. Encouraging developers to engage interactively with AI can yield better insights and innovative solutions. This interaction fosters a deeper understanding of problem-solving through collaborative engagement with AI systems, making them allies in the engineering process.

Key AI Terms Mentioned in this Video

Large Language Models (LLMs)

They are demonstrated as tools for enhancing productivity and generating various programming codes during the presentation.

AI-generated Images

The speakers discuss challenges in generating images that meet specific criteria.

Benchmarking

It is used in assessing the effectiveness of LLMs in generating closure code.

Companies Mentioned in this Video

Nubank

The company actively engages in utilizing LLMs to enhance engineering workflows.

Mentions: 5

OpenAI

As mentioned in the presentation, OpenAI's technologies have a significant role in generating code and enhancing development processes.

Mentions: 3

Company Mentioned:

Technologies:

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