Too Long; Didn't ReadA tutorial on how to build an LLM application using the Google Gemini API, and then deploy that application to Heroku.It seems like there are endless possibilities for innovation with LLMs. If you’re like me, you’ve used GenAI applications and tools — like Ch...
GPT-4,Bardand Llama, among others. To improve the capabilities of LLMs to respond to user queries using contextually relevant and accurate information, AI engineers and developers
These are a few reasons you might want to run your own LLM. Or maybe you don’t want the whole world to see what you’re doing with the LLM. It’s risky to send confidential or IP-protected information to a cloud service. If they’re ever hacked, you might be exposed. In this a...
For higher levels of customization, such as knowledge base support. It is recommended to use Dify, which combines the concepts of Backend as Service and LLMOps, covering the core technology stack required to build generative AI native applications, including a built-in RAG engine. With Dify, ...
Training or fine-tunning a model with billions of parameters, such is the case of LLMs, is very costly. Every weight has to be updated in every train step of the algorithm, which require hours of processing and expensive hardware. But sometimes we start from the basis of an already traine...
As a ChatGPT Plus subscriber, you’ll be able to use OpenAI’s advanced tools to build a custom chatbot all your own. Here’s how.
Retrieval Augmented Generation (RAG) seems to be quite popular these days. Along the wave of Large Language Models (LLM’s), it is one of the popular techniques to get LLM’s to perform better on…
Use placeholders <like_this> to build flexible templates. (More on this in a dedicated section). Prioritizewhat to doover what not to do. Specify the desired format of the output. (More on this in a dedicated section). Use double hashtags like this ## to separate different ...
Combined the top answers to create an anonymous object version: var queryString = HttpUtility2.BuildQueryString(new { key2 = "value2", key1 = "value1", }); That generates this: key2=value2&key1=value1 Here's the code: public static class HttpUtility2 { public static string BuildQuery...
a sense of continuity in their conversations with Memory, uploading photos and documents to discuss them with ChatGPT, having the bot browse the web to give more current context, using advanced data analysis, and access to GPT-4o mini and GPT-4o, OpenAI's newest and most advanced LLM. ...