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81 articles
Artificial intelligence has changed the economics of software development. For the first time in decades, the marginal cost of producing code is collapsing. A small team equipped with modern LLM tools can generate APIs, user interfaces, integration layers, and test suites in days instead of weeks. T
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Over the past few years, as a team building AI solutions in enterprise environments, we have been repeatedly asked to consult on new AI automation initiatives. These conversations rarely start with theory.They start with very concrete ambitions. We are asked to: design AI-powered voice agents integr
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KeyCloak is one of the most widely adopted enterprise identity and access management (IAM) platforms today. At Inero Software, we work with Keycloak on a daily basis — delivering Keycloak deployment, integration, and consulting services for organizations that rely on it as a core security component.
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Voicebot solutions are increasingly being adopted in call center operations as a way to reduce waiting times, lower operational costs, and improve service availability. In practice, however, successfully deploying a voice agent in a real-world business process requires far more than a properly funct
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Keycloak Deployment Auditing – General Scope and Guidelines Practical lessons from auditing multi-realm, multi-client Keycloak environments in medium and large organizations 1. Introduction In medium and large enterprises, Keycloak deployments rarely follow a simple “one realm – one application” pat
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Implementing an AI-Powered Telephony Service Center with ElevenLabs & LiveAPI Over the past year, advancements in real-time AI models and high‑fidelity speech synthesis have accelerated the development of AI-driven telephony systems. At Inero, we’ve had the opportunity to integrate modern telephony
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Secure Email Delivery in Keycloak 26.2 Using XOAUTH2 Email has been one of the oldest and most fundamental services on the internet, used for notifications, password resets, verifications, and more. Over time we’ve seen major improvements — encryption via TLS, then STARTTLS, and now many providers a
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Introduction Shipping single sign‑on quickly is tempting. Stakeholders push for a smooth login experience, developers want to move on to core features, and security teams are eager to tick the “MFA enabled” box. The trouble is that identity and access management (IAM) decisions outlive launch days.
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In the publication “Intelligent Agents in AI Really Can Work Alone. Here’s How.” by Gartner, the authors predict that by 2028, 33% of business applications will use agentic artificial intelligence, compared to less than 1% in 2024. This development will enable autonomous decision-making for up to 15
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In this post we discuss the types of costs associated with using dedicated LLMs and present example calculations for popular models (such as GPT-4, Claude, Mistral, LLaMA, etc.), including business use case scenarios.
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Artificial intelligence and Large Language Models are buzzwords heard in nearly every industry. Many companies are wondering how to use them safely and which solution will be the most effective. There are plenty of options—and they’re often hard to tell apart. In this article, we break them down in
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In this article, we’ll break down the data privacy policies of top AI platforms. You will also learn what to do to ensure your data is not used for training Large Language Models (LLM).
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In this post, we’ll explore several top open-source lightweight LLMs and how to run them on a local Windows PC—whether CPU-only or with a limited GPU—for document processing tasks.
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This article explains what to focus on before deploying an AI agent, which areas of the business need to be well-prepared, and how to avoid common mistakes.
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Whether you’re building a custom chatbot, agent, an AI-powered code assistant, or using AI to analyse documents offline, local deployment empowers you to experiment and innovate without relying on external services.
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In this blog, we will first take a look at the built-in Keycloak mechanisms for password policy management. Then, we will explore the possibilities for customizing these mechanisms to better fit specific requirements.
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In this blog we will explore how an AI-powered agent can support legal, administrative, and human resources departments. Check out our latest case study.
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In this post, we conduct a comparative analysis of three popular LLMs—OpenAI’s GPT based models: 4o-mini and o3-mini, and open-source DeepSeek R1—to evaluate their effectiveness in reading and analyzing statistical data from large PDFs.
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This blog focuses on configuring Passkeys specifically for mobile devices, ensuring a seamless and secure passwordless experience.
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The trusted devices mechanism in Keycloak is a way to enhance login convenience without significantly compromising cybersecurity.
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In this article, we will take a closer look at AI Agents, which can provide valuable support, particularly in back-office processes.
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In this blog post, we’ll show you how to set up Passkeys based on the Keycloak.
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AI-driven tools are becoming increasingly prevalent across various industries, streamlining processes from simple graphic design and translations to advanced document, email, and database analysis. In this article, we will present a practical business application of an AI assistant in action. AI Age
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Cybersecurity experts point out that these techniques continue to evolve and adapt to better target potential victims. In 2025, it is worth paying attention to three key areas.
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In this post, we’ll explore a custom MFA implementation that sends a one-time authentication code to the user’s email.
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In this blog, you’ll learn how Keycloak can support your SIEM system.
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This post explores how DeepEval helps systematically assess the effectiveness of both retrieval and generation components, ensuring more reliable machine-generated insights.
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Here we’ll explore the most significant changes introduced in recent Keycloak releases and how they impact migration efforts. We’ll walk through practical examples to resolve common challenges, ensuring a smooth transition to newer versions. Whether it’s adapting to updated configurations or managin
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In this article, we discuss the limitations (especially in the context of the EU) and focus on the challenges of implementing AI Agents.
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SSO is a protocol that allows users to authenticate and gain access to multiple applications using a single set of credentials.
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We invite you to read an interview with Andrzej Chybicki, CEO of Inero Software, where we delve deeper into the practical applications of MCP.
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By utilizing the Organizations feature, Keycloak enables advanced customization in IAM systems while simplifying user and access management in complex environments.
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When choosing from the IAM tools available on the market, it is important to consider the regulations applicable to the specific industry, internal procedures, and existing infrastructure.
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AuthM8 is an open-source cross-platform app for two-factor authentication (2FA) using TOTP (Time-based One-Time Password).
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Companies that choose digitalization have a better chance of emerging from the crisis stronger and more competitive.
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In this post, we’ll explore how to implement object detection directly in the browser using YOLO
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Keycloak is not just a powerful identity and access management tool; it’s also essential for monitoring performance and enhancing security, particularly when defending against phishing attacks. With its built-in monitoring and alerting mechanisms, administrators can detect suspicious user activities
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Keycloak is a tool for managing identity and access that ensures the security of applications and web services. To maximally secure your environment using it, it’s important to implement best practices. Here are 5 key steps that will help you in this process. Enable HTTPS and Use Strong Certificates
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Research on artificial intelligence (AI) began with the desire to understand whether and to what extent computers can solve problems in a way similar to the human mind. Many of the early works related to AI focused on creating mathematical models and algorithms capable of performing tasks requiring
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The development of broadly understood artificial intelligence is gaining momentum. This is evidenced by the widespread interest in this topic and an increasing number of media articles and publications. What draws particular attention are the data illustrating how much financial resources are alloca
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GitHub anticipates that in the coming years, 80% of the world’s code will be generated by AI [1]. Although it is difficult to find exact information on the number of sold GitHub Copilot licenses, it is undeniable that we are observing a change in the way organizations and programmers themselves …
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The end of the year is a time for summaries. In the world of IT, many interesting things have happened, so in this article, we decided to focus on AI. The development of artificial intelligence and its media presence accelerated to an unprecedented scale. Tools based on Large Language Models …
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Experts predict that the market for software utilizing artificial intelligence (AI) to automate tasks and generate content in response to user commands will nearly quadruple by the year 2027. How can you benefit from this growth and prepare your team for new challenges and projects? CEO of Inero Sof
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At Interizon Day 2023 Waldemar Kołub co- founder of Inero Software presented a success story about using Neuronal Networks to optimize the production process.
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Optimization of Data Collection Process Thanks to AI Algorithms In an era of progress and numerous achievements in natural language processing, we see increasing possibilities in the analysis and inference based on data collected in unstructured textual archives and documents. Therefore, streamlinin
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SPRING 3.0 MIGRATION OVERVIEW Spring Boot 3.0 has just been released, packed with exciting new features such as advanced observability, better support for native compilation with Graal, and the ability to utilize the latest Java language features. However, for many individuals, upgrading to this lat
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GPT – A DIFFERENT POINT OF VIEW In the previous post, we looked at the possibilities of the GPT model in terms of supporting the work of a programmer. But that’s not the only thing this technology can do. GPT is a language model that utilizes a deep learning technique …
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INTRODUCTION ChatGPT was introduced a few weeks ago and since then it has been one of the main topics in the IT industry. In this blog post, we’ll take a closer look at what GPT is and the potential applications of this powerful technology in the hands of software engineer. …
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Java 17 was released in September 2021. This is the latest release of LTS (Long Term Support). This means that this version will receive updates until 2029. An earlier version of LTS (Java 11) was released in September 2018, and between these two there were new releases every six months, but not cov
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The voice recognition system plays the role of an assistant that will find appropriate information for us, facilitate online shopping or enable the operation of various devices without the use of external buttons or adjustments.
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IAM is a tool that provides effective management of access to information resources. With this solution you can handle the requests of newly hired employees. The identity and access management system also helps in administering users who have parted ways or changed their status with company. With IA
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With the revolution of Industry 4.0, production became automated. We have more automatic devices and measurements, so we can handle more data. They are becoming the driving force of industrial production and cover all its aspects. Data can be about products, equipment, research, supply chain, financ
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In recent years, there has been a significant development of services and products from the MedTech industry. It has its application in care services for the elderly or disabled. The digitization of services allows for a better use of resources (funds, care, medicines) and people (shortening the tra
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In Inero Software – software development agency, we are experts of digital transformation and smart automation. We provide knowledge and expertise on how to successfully use cutting edge technologies and data to shape corporate digital products of the future. Find out more visiting our website or co
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Computer vision and object detection are increasingly used in the automation of business processes. Along with the dynamic development of technology, especially artificial intelligence, there are many new innovative business applications for this type of algorithms. In one of our recent posts, we ou
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This time we’re going to take a look at RxJs operators, what they do, and how you should (or shouldn’t) use it. In case you decide that in fact you want to use it then you can read the rest of the article where I go over most common use …
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Today we’re going to talk about managing back-end long-running asynchronous tasks in Angular. This term may seem long and scary to you, but don’t freak out. After reading this article you’re going to be familiar with this concept and even be able to handle this use case in your own …
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Redistribution supply chain network (RSCN) – modelling and optimization One of our teams field of specialization is the use of artificial intelligence for modeling and optimizing complex transport models. From the practical point of view, the optimal planning of transport resources and supervision o
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Region based Convolutional Neural Network – R- CNN Thanks to the development of computing technology and artificial intelligence in recent years, applications using machine learning and systems based on neural networks have more and more business uses. Moreover, the advancement of technology has mad
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The frontend world is currently ruled by 3 colossuses known as Angular, React.js, and Vue.js, but are there any other alternatives? And if so, are they worth using? Let’s take a quick look at what else is out there as we see it in our team. The Standard Besides …
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The power of prediction by the numbers Between 2005 and 2010 the computerization of processes began for good, turning many practices and tasks in the professional world from their analogue form to digital. Since then, one of the common aims of enterprises operating in the digital transformation era
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Modeling the World The interconnected nature of today’s economy continuously brings disruptions to traditional business models. For this reason it’s wise to keep an eye on tech development. After all, it’s technology that was named the main determinant of humanity’s future welfare. In the previous e
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Novelty keeps knocking on our door We’ve talked a lot about the changing environment in which we operate nowadays – either as individuals, enterprises or society as a whole. Certain voguish buzzwords, such as the Fourth Industrial Revolution, Industry 4.0 (its subset), or digital transformation can
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Good Software Equals Good Business Artificial Intelligence is exploding at the moment, largely due to a sharp spike both in data availability and parallel computing power, as well as improved AI algorithms. More and more companies are treating Machine Learning development services as a necessity. Th
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Why is Data so Important? As digitization in many companies has rapidly developed, we are now faced by ever growing sets of data contained in various databases, which are unstructured, unmapped, unsynchronized and non-harmonized. In fact, quintillions bytes of data are generated every day out of var
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Why CI/CD is crucial for delivering high quality enterprise cloud software? Introduction When cooperating with remote software dev teams efficient exchange of concepts, locally created solutions, external libraries and algorithms that are created concurrently is of high importance. All pieces that c
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Hiring remote dev teams and using their expertise is a very common practice in many industrial areas including IT, fintech, insurance, logistics and others. Remote dev teams can provide valuable expertise and know-how for significant contribution to overall quality of a new concept and products inve
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