Building an Explainable AI for Insurance Fraud Detection
Today, we’re diving deep into one such problem: insurance claims fraud. We’ll explore why traditional machine learning often falls short and build a sophisticated hybrid AI system…
Stop Drowning in AI Hype: A Builder’s Guide to Predicting the Future
It seems like every day there’s a new AI model, a new breakthrough, a new “game-changing” technology that we’re all supposed to immediately understand. I hear from so…
Beyond Hardcoded Strings: A Practical Guide to Production Prompt Management
In the rapidly evolving landscape of AI-powered applications, we’ve moved from marveling at what Large Language Models (LLMs) can do to the engineering challenge of making them do…
Robotics: The Brain of the Drone – Object Detection with YOLOv12 on Jetson Orin Nano
Introduction Welcome to the starting article in a new series dedicated to a very interesting engineering challenge: building an autonomous swarm of drones. Over the course of this series, we…
The Glass Box: Why Your Chatbot Needs More Than Just Black-Box Testing
Chatbot applications, especially those built on Retrieval-Augmented Generation (RAG) pipelines, are not like traditional software. Their behavior is non-linear, emergent, and highly sensitive…
Chatbot Evaluation, Tracing, and Testing
In this article, we will build and improve an HR Assistant RAG-based application. The application itself is quite simple, but it would help us explore extremely important concepts when it…
Production LLM: Legal Chatbot with Knowledge Graphs and LangGraph
In the legal world, professionals are often overwhelmed by a sea of documents. From multi-hundred-page contracts to dense regulatory frameworks, the ability to find specific, accurate…
Production LLM: Insights from BI Dashboards with an AI Agent
Business Intelligence (BI) dashboards are invaluable tools, offering visual summaries of complex data, tracking key performance indicators (KPIs), and helping organizations make data-driven…
Production LLM: Improving Agent Quality Through Self-Reflection.
Artificial Intelligence (AI) agents are becoming increasingly capable, automating tasks, answering questions, and even generating content. However, like any complex system, they aren’t…