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- 🔧 OpenAI’s Structured Outputs API
🔧 OpenAI’s Structured Outputs API
ALSO: Spotify’s Personal Music Journey
![](https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/4bfe2b9d-8ffb-42d6-bd1f-17b38415c5d6/Untitled_design__1_.gif?t=1716173432)
🌟 Welcome to the Latest Edition of Thunderbolt AI! 🌟
Hey there, AI enthusiasts! We're back with another electrifying edition of Thunderbolt AI. Get ready to dive into some exciting reads that will keep you at the edge of your seat! ⚡️
🔎 What's in Store for You Today:
🎧✨ Spotify Wrapped Genius
🔧 OpenAI’s Structured Outputs API
📸 Stunning Product Images with Imagine Art
Don’t forget! If you are here thanks to a friend, subscribe here to ensure you never miss out on the growth insights!
Stay tuned as we delve into these intriguing articles that are sure to spark your curiosity and keep you informed.
Let's get started!
MARKETING
The Genius Behind Spotify Wrapped: A Personal Music Journey 🎧✨
![](https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/d6caad83-151b-4b39-8a49-b2c8af22172a/Designer__14_.png?t=1723027283)
Overview:
Since its debut in 2016, Spotify Wrapped has become a cultural phenomenon by turning individual listening data into a personal, shareable story.
Engaging Users in a Data-Driven World 📊🔍
In an era where users are bombarded with data, creating engaging, personalized content that stands out can be challenging.
How Would You Make Data Fun and Shareable? 🤔🎨
Imagine you need to present user data in a way that is both engaging and highly shareable. How would you approach this? Let's delve into how Spotify Wrapped achieves this brilliantly.
Personalization, Visual Storytelling, and Community Building 🎨🌐
It's All About You:
Spotify Wrapped uses unique listening data to craft a personal story, making it deeply relatable and shareable.
Visual Storytelling:
By combining listening stats with vibrant visuals, Wrapped makes data fun and engaging, turning stats into compelling narratives.
Made for Sharing:
Users love sharing their Wrapped stories on social media, reflecting their personalities and fostering a sense of pride.
Building a Community:
Wrapped generates FOMO (Fear of Missing Out) and encourages everyone to join the conversation, creating a sense of community and belonging.
Boosting Loyalty:
The campaign’s relatable copywriting and catchy visuals focus on users' musical journeys, deepening their connection with Spotify.
Results:
Widespread Engagement: The Wrapped campaign consistently creates a self-sustaining buzz, with users sharing their stories and engaging with each other.
Cutting Through Noise: Simplified, engaging storytelling helps Wrapped stand out amidst information overload.
Global Connection: Features like 'Sound Town' connect listeners globally, fostering a shared experience.
Turning Data into Delight: The Magic of Spotify Wrapped 🎶🚀
Spotify Wrapped exemplifies how personalized, visually engaging storytelling can transform user data into a cultural phenomenon, boosting engagement and loyalty. Stay tuned for more innovative insights next week! 😄
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D-AI-LY DIGEST
OpenAI Enhances JSON Output Consistency with Structured Outputs API
![](https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/b408518d-6f4b-4a22-ab5d-a50aec071b3b/Designer__13_.png?t=1723027236)
Overview:
The JavaScript Object Notation (JSON) file format, known for its readability and machine parsability, is a standard in data interchange. However, large language models (LLMs) often struggle with generating consistent JSON outputs. OpenAI addresses these challenges with the release of Structured Outputs in the API, a feature that ensures model-generated outputs adhere to JSON Schemas.
by very popular demand, structured outputs in the API:
— Sam Altman (@sama)
5:56 PM • Aug 6, 2024
Key Features:
JSON Schema Adherence:
Structured Outputs help models generate outputs that match predefined JSON Schemas, which describe the content, structure, data types, and constraints of JSON documents.
Developer Demand:
This feature is highly requested by developers for maintaining consistency across applications. OpenAI CEO Sam Altman highlighted its release as meeting “very popular demand.”High Accuracy:
OpenAI claims the new GPT-4o model, equipped with Structured Outputs, achieves a perfect score of 100% in adherence to JSON Schemas.
Functionality:
Evolution of JSON Mode:
While JSON mode ensured valid JSON, Structured Outputs go further by ensuring the generated JSON adheres to specified schemas, avoiding issues like missing keys or invalid enum values.Guided Output Generation:
Developers can prompt the model to generate step-by-step responses, ensuring the final output meets the intended schema.Simplified Prompting:
The feature reduces the need for extensive validation or retries of incorrectly formatted responses.
Availability:
Models:
Structured Outputs are available on GPT-4o-mini, GPT-4o, and their fine-tuned versions.APIs:
The feature can be used with the Chat Completions API, Assistants API, and Batch API, and it supports vision inputs.
Safety and Compliance:
Safety Policies:
Structured Outputs adhere to OpenAI’s existing safety policies, ensuring that models can still refuse unsafe requests.Open Source Inspiration:
The functionality draws inspiration from open-source libraries such as outlines, jsonformer, instructor, guidance, and lark.
Recent Developments at OpenAI:
Executive Departures: Three key executives, John Schulman, Greg Brockman, and Peter Deng, recently announced their departures.
Legal Issues: Elon Musk has filed a lawsuit against OpenAI, alleging a betrayal of their AI mission.
Conclusion:
OpenAI’s Structured Outputs API marks a significant advancement in ensuring the consistency and reliability of JSON outputs generated by LLMs. This feature addresses a critical need for developers, enabling more robust and dependable applications of AI across various domains.
LEARNING AI
How to Create Stunning Product Images Using Imagine Art
![](https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f62a388c-65bd-4195-b09a-4ae9652f0c9a/1.png?t=1723027166)
Sign Up: Go to Imagine Art’s website and sign up to get your credits.
Select Text to Image V2: Choose this option from the menu.
Choose Style and Quantity: Select the style from the list and the number of images you want to generate.
Set Preferences: Choose the aspect ratio or upload a reference image if needed.
Enter Prompt: Write your prompt in the provided text box.
Generate Images: Click on "Generate" and wait for a few seconds.
Download Images: Your product images will be ready to download.
Additional Features: Imagine Art AI also allows you to create videos, generate real-time images, upscale images, and remix images.
Conclusion: Imagine Art makes it easy to generate high-quality product images, enhancing your marketing and creative projects with minimal effort. 🛍️✨
AI TOOLS
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📲 Pico AI: Quickly build simple and shareable web apps using Pico AI, which leverages GPT4 to simplify app development.
✉️ Mailyr AI: Write emails with flawless grammar using Mailyr AI, powered by ChatGPT, to enhance your professional communication.
🤖 Chatshape AI: Customize your customer service and engagement with Chatshape AI, a chatbot you can train on your data.
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