Calculate the Total Cost of a RAG-Based Solution

This blog post examines the operational expenses of the AI-powered chatbot solution introduced in our previous blog posts, Custom AI chatbot using RAG and Deployment of AI-Powered Chatbot. This solution operates on the AWS cloud while integrating OpenAI’s language model. We will discuss the financial aspects of infrastructure costs and analyze how to estimate expenses for AI resources, such as Language Model as a service. Cost Structure of a Custom AI Chatbot Solution Operating expenses for our AI chatbot solution […]

Oleksii Svitlychnyi
Deployment of AI-Powered Chatbot

This blog post focuses on the architecture and deployment of the AI-powered Chatbot solution that we described in our earlier blog post Custom AI Chatbot Development Using RAG. This solution is built for the AWS cloud but uses OpenAI as an LLM. We’ll dive deep into the CI/CD process and AWS deployment architecture of the backend application. AWS Deployment Architecture Our solution represents a rather typical configuration of a web project deployed to AWS. Click or tap on the picture […]

Kostiantyn Odynets, Oleksii Svitlychnyi
Custom AI Chatbot Development Using RAG

You have probably seen and heard about AI-powered chatbots that can converse with the user about website content, or some piece of knowledge related to a company. The world is full of buzz on all things AI, with chatbots driving the headlines. In this article, we’ll share our experience building a full-blown solution from scratch that empowers such chatbots. The goal is to build a framework that can be plugged in with any knowledge sources and be easily integrated into […]

Maksym Kurhanetskyi, Oleksii Svitlychnyi
Integrating AI into Bionic Hands

In previous blog posts, we provided a functional overview and delved into the technical details of Alt-Bionics’ affordable prosthetic hand, outlining the journey from concept to a product ready for commercial release. What does it take to train an AI to interpret the unique language of muscle signals? This chapter peels back the curtain on the AI training process, revealing how each prosthetic hand is fine-tuned to its wearer’s unique muscular patterns. Unlike the traditional approach, our AI doesn’t generalize; it […]

Dmitriy Liukevych, Oleksii Svitlychnyi
Best Open-Source Tools for AI Video Enhancement

In the ever-evolving landscape of digital content, achieving impeccable video quality has become more than just a desire; it’s a necessity. As you delve into the world of AI video enhancement, you might find yourself amidst a sea of options. Navigating this space, especially if you’re embarking on app development or seeking to elevate your existing content, can be daunting. Fear not. This blog aims to be your compass, guiding you through the intricacies of open-source video enhancement tools. Together, […]

Roman Babchenko
Real-Time Object Detection and Classification in Sports Using AI and Computer Vision

Imagine being able to quickly recognize the positions of players and referees, grouped by their respective teams, while watching a live soccer, popularly also known as football in various other parts of the world. This is no longer just a pipe dream, but rather a reality, thanks to developments in AI and computer vision technologies. With a particular emphasis on a soccer match as an example, we will dig into the intriguing world of real-time object recognition and classification using […]

Roman Babchenko
Building an Intelligent Chatbot with OpenAI LLM using RAG

Chatbots as they come are not something new under the sky. They have populated the web since long ago leaving behind an impressive trail of user annoyance and frustration. Wild repetitions, endless question-answer loops, and downright stupidity were the common laments to splash in jokes among the cubicle drones. The only improvements seemed to be expected from the further growth of output speed and size of Q&A database. The recent breakthroughs in Artificial Intelligence (AI) brought the benefits of this […]

Maksim Kurganetskiy
BLE Autoinjector Integration for Healthcare Solutions

Explore our project where we developed firmware with ML capabilities for a smart autoinjector and integrated it with our custom app, revolutionizing self-medication and comprehensive care. In collaboration with a leading pharmaceutical company, our team has developed a system that transcends traditional paper logs and manual reminders, fostering a more intuitive treatment experience. This initiative not only focuses on drug manufacturing but also on delivering complete care solutions, including smart packaging that tracks medication intake and supports remote monitoring for […]

Kirill Zakharenkov

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