AI

Enhancing Large Document Summarization with Embeddings and Semantic Similarity

I’m excited to share a powerful method for accurately summarizing large documents that exceed the input size limit of GPT-4. I’ve designed a diagram to visually illustrate this approach, which leverages embeddings to check the semantic similarity of summarized blocks (chunks). This iterative process ensures that each block reaches a desired similarity threshold before being …

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How Attorneys and Law Offices can utilize Generative AI like ChatGPT

In recent years, the rapid advancement of artificial intelligence (AI) has transformed various industries, from healthcare to finance. The legal field is no exception, as more and more law offices and attorneys are beginning to explore the potential applications of Generative AI, like ChatGPT, to streamline their practices and enhance their services. In this blog …

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One Question at a Time: Using the Stop Parameter & Prompt Engineering for a Better User Experience

Imagine you’re building a chatbot using OpenAI’s GPT-3.5-turbo, and you need it to extract specific information from users, asking one question at a time. Seems simple, right? But sometimes, crafting the perfect prompt to achieve this goal can be tricky. In this case study, we’ll explore how one client tackled this challenge and achieved the …

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GPT-4: A Quantum Leap in SVG Generation

A few months ago, I tested the abilities of text-davinci-003 and ChatGPT to create SVG images. The results were promising but not all that impressive. Enter GPT-4. After conducting multiple experiments and reviewing the examples provided above, it’s clear that GPT-4 has significantly improved the quality and capabilities of SVG generation compared to its predecessor, …

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What are Embeddings: A Simple Guide to Understanding Them

Have you ever wondered how computers can understand complex things like human language or images? The secret is something called “embeddings.” But what are embeddings, and why are they important? In this blog post, we’ll explain embeddings in a simple, easy-to-understand way. What are Embeddings? Imagine you’re trying to explain the concept of an apple …

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Why Your Medium-Sized Business Needs a Chief AI Officer

I want to expand on the recent eye-opening piece Why every Fortune 500 business needs a Chief AI Officer (CAIO). Dylan Fox makes it crystal clear that even the giants of the business world can’t afford to rest on their laurels when it comes to AI. If they need a CAIO to stay competitive, you can …

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Introducing Smart Chat: Transform Your Obsidian Notes into Interactive AI-Powered Conversations with GPT-4 & Embeddings

Update: Now with GPT-4 and GPT-3.5 support. Hey there, fellow Obsidian users! I’m excited to introduce you to Smart Chat, an amazing new feature of Smart Connections that will revolutionize how you interact with the notes in your Obsidian vault. If you’re unfamiliar with Obsidian, it’s an incredible note-taking platform that helps you store, manage, and connect your …

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Q&A with ChatGPT + Embeddings – Basic & HyDE Examples

One of the most sought-after AI systems is one where you can easily query a knowledgebase via a ChatGPT-like interface. Basic Q&A with Embeddings Since you can’t fine-tune the newer, more conversational models like the ChatGPT API, embeddings are how you “train” them on your proprietary knowledge base. To create your embedding system, you must …

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Beyond Time Savings: Evaluating the Full Value of AI Systems

With the global AI market expected to reach $1.6 Trillion by 2030, it’s more important than ever to understand how to evaluate the impact and value of AI systems. So, how do you measure the value of an AI system? It’s a complex question, but some key factors can help you determine the valuation of an …

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