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Ryo Kanazawa
July 24, 2024
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OpenUI AI Application Journey
Ryo Kanazawa
July 24, 2024
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Transcript
Building an AI Application with Weave and the future of
software development
2 Introduction Chris Van Pelt (CVP) Co-founder / web developer
/ AI & space enthusiast
3 What if I could just ask an LLM to
generate UI components for me? 🤔 CVP
Tailwind CSS 💞 LLMʼs • Compact • Inline • Popular
4 Replace box with image
5 wandb.me/openui
What does the future of software development look like? 6
7 cursor.com
8 github.com
How do you make LLMs work in applications? 9
10 Recipe for making LLMs work 1. Experiment 2. Track
everything 3. Inspect individual examples 4. Measure progress
11 Recipe for making LLMs work 1. Experiment 2. Track
everything 3. Inspect individual examples 4. Measure progress
12 Recipe for making LLMs work 1. Experiment 2. Track
everything 3. Inspect individual examples 4. Measure progress
13 Recipe for making LLMs work 1. Experiment 2. Track
everything 3. Inspect individual examples 4. Measure progress
14 332,688,821 Weave
Weave Traces Powerful, data-oriented tracing for AI apps with a
single line of code
16 Demo Time 🥳
Weave Evaluations Full fidelity measurements for your models so you
can go fast
How would I evaluate a use case like this which
has infinite possible “right” answers? 18 👀
Browser Automation • Generate HTML with a model, prompt &
temperature • Render the HTML in a browser and take a screenshot • Send the screenshot to an LLM with 👀 capabilities and ask for ratings 19 Replace box with image
20
21 Demo Time 🚀
22 332,688,821 wandb.me/weave