Introduction Hello. I’m Mori (@ei01241 ), a security engineer at GMO Flatt Security, Inc. In recent years, the evolution of Large Language Models (LLMs) has accelerated the development of a wide range of AI applications, such as chatbots, data analysis/summarization, and autonomous agents. LLM frameworks like LangChain and LlamaIndex abstract LLM collaboration and external data connections to improve development efficiency, but behind this convenience lie new security risks. In this article...| GMO Flatt Security Research
Building AI applications that can interact with private data is a common goal for many organizations. The challenge often lies in connecting large language models (LLMs) with proprietary datasets. A combination of Heroku Managed Inference and Agents and LlamaIndex provides an elegant stack for this purpose. This post explores how to use these tools to build retrieval-augmented generation (RAG) applications. We'll cover the technical components, Use Cases and the development process, and how t...| Heroku
LlamaIndex doesn't natively support every embedding model - but you can extend it! This guide walks through creating a custom embedder to integrate AWS Titan Multimodal, enabling text + image search for multimodal retrieval.| AI Agents That Work Blog
When an e-commerce customer asks for something like 'women's black shoes with red details,' naive chatbots often struggle to apply multiple color filters simultaneously. In this post, learn how to build a more advanced AI agent using Python, Pinecone and LlamaIndex, complete with metadata filtering and real-world code examples to handle multi-color product queries seamlessly.| AI Agents That Work Blog
This December, I'm highlighting the limitations of simple AI chatbots and showing how naive chatbots fail to apply price filters in a single request, and show how AI agents handle budget-focused searches| AI Agents That Work Blog
This December, I'm highlighting the limitations of simple AI chatbots and showing how naive chatbots fail to handle multiple requests simultaneously, and show how AI agents handle two requests in a single query| AI Agents That Work Blog
This December, I'm highlighting the limitations of simple AI chatbots and showing how naive chatbots fail to apply numeric filters and how AI agents succeed in finding heels under 2 inches| AI Agents That Work Blog
This December, I'm highlighting the limitations of simple AI chatbots and showing how naive chatbots fail to find formal shoes for events, while AI agents pick the perfect heels for a gala night| AI Agents That Work Blog
This December, I'm highlighting the limitations of simple AI chatbots and showing how naive chatbots fail to understand multi-color requests and how AI agents handle them with ease| AI Agents That Work Blog
This December, I'm highlighting the limitations of simple AI chatbots and showing how naive chatbots fail to remember context and how AI agents handle refined searches| AI Agents That Work Blog
This December, I'm highlighting the limitations of simple AI chatbots and showing how AI agents exclude unwanted options that naive chatbots still include| AI Agents That Work Blog
This December, I'm highlighting the limitations of simple AI chatbots and showing how AI agents handle requests for colors that aren't in stock| AI Agents That Work Blog
This December, I'm highlighting the limitations of simple AI chatbots and showing how AI agents go beyond simple matches by asking clarifying questions| AI Agents That Work Blog
This December, I'm highlighting the limitations of simple AI chatbots and showing how AI agents handle price filters that naive chatbots ignore| AI Agents That Work Blog
This December, I'm highlighting the limitations of simple AI chatbots and showing how AI agents handle multiple product requests easily| AI Agents That Work Blog
This December, I'm highlighting the limitations of simple AI chatbots and demonstrating how AI highlight how AI agents handle numerical requirements that naive chatbots ignore| AI Agents That Work Blog
This December, I'm highlighting the limitations of simple AI chatbots and demonstrating how AI agents solve the challenges. This issue is about how AI agents improve naive chatbots by understanding context shifts| AI Agents That Work Blog
