How to evaluate code generated by AI agents: from uncertainty to a method
AI accelerates software delivery, but it does not replace engineering accountability. Here is how Inero combines agents with risk-based quality controls.
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How to test a voicebot before it handles a business process
Natural conversation is not enough. Learn how to test a voicebot's context handling, corrections, integration failures, and compliance with process rules.
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Monitoring what your chatbot says is not enough. You should also know what users say to it
Anthropic's new policy shows that end-user behavior can create risk for AI solution providers. We explain how to monitor it and when to respond.
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A Rapid PoC in a Few Hours. What Did We Actually Build, and What Comes Next?
We used the same requirements to build an application with Claude, OpenAI Codex, and Cursor with Grok. The experiment showed where rapid prototyping ends and responsible engineering begins.
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Your AI Demo Works. Now What? From Rapid PoC to Production
A Rapid PoC proves feasibility and builds shared understanding. Learn how evaluations, regression testing and monitoring support reliable production AI.
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Cloud or self-hosting? The Gitea vulnerability shows where the real risk lies
CVE-2026-60004 in Gitea shows why choosing between cloud and self-hosting does not replace patching, segmentation, monitoring and independent security audits.
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NIS2 starts with a question: who has access to what?
How NIS2 and its Polish implementation translate into IAM, MFA, privileged accounts, access audits and practical Keycloak configuration decisions.
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Jev vs. LLMs: Choosing the Right Model for AI Automation
Learn where Jev, local AI models, personal data (PII) detectors and generative LLMs fit in secure, cost-aware AI automation workflows.
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How much autonomy should an AI agent have? From automation to self-optimization
AI agent autonomy is not an ON/OFF switch. We explain how to match decisions, tools and controls to the risk of a specific business process.
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Designing SMS MFA in Keycloak for Large User Bases
How to design Keycloak SMS MFA around fraud risk, cost exposure, user experience, and the operational realities of distributed systems.
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From prompt to preview: how an AI agent updates a website
How an AI agent can safely deliver a website change, from project analysis and content preparation to a pull request, Cloudflare preview and human approval.
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Giving Your Team Claude Is Easy. Building a System That Survives 5 Years Is Not.
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.
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Why Not Every AI Automation Project Makes Sense
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.
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Keycloak and SIEM Integration at Enterprise Scale
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 Deployment in Call Centers: Key Considerations Beyond the Demo
Voicebot solutions are increasingly being adopted in call center operations as a way to reduce waiting times, lower operational costs, and improve service availability.
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Keycloak Deployment Auditing – General Scope and Guidelines
Keycloak Deployment Auditing – General Scope and Guidelines Practical lessons from auditing multi-realm, multi-client Keycloak environments in medium and large organizations 1.
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Implementing an AI-Powered Telephony Service Center with ElevenLabs & LiveAPI
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.
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Secure Email Delivery in Keycloak 26.2 Using XOAUTH2
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.
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Keycloak or SaaS IdP? A Tech Leader’s Guide to Making the Right IAM Choice
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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Is Your Company Ready for New Technology? How to Evaluate Technological Readiness
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.
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LLM Implementation and Maintenance Costs for Businesses: A Detailed Breakdown
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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Chatbot, Agent or AI Assistant? Find Out Which Solution Is Best for Your Business
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.
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AI User Privacy: An Analysis of Platform Policies
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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Top Lightweight LLMs for Local Deployment
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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How to Prepare Your Company for AI Agent Implementation
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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Deploying LLMs Locally: A Guide to Ollama and LM Studio
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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Configuring Password Policies in Keycloak
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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Optimization of Back-Office Processes with AI Agent Implementation: A Practical Example
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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OpenAI vs. DeepSeek: A Technical Comparison Using Unified APIs
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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Setting Up Passwordless Login with Passkey on a Mobile Device
This blog focuses on configuring Passkeys specifically for mobile devices, ensuring a seamless and secure passwordless experience.
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Trusted devices in Keycloak
The trusted devices mechanism in Keycloak is a way to enhance login convenience without significantly compromising cybersecurity.
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What are AI Agents and how can they help your company
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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An introduction to Passkey with Keycloak
In this blog post, we’ll show you how to set up Passkeys based on the Keycloak.
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Meet Your Personal AI Agent: A Case Study for a Freight Forwarding Company
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.
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Cybersecurity: More Than Just Antivirus Software
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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Behind the Scenes #2: Implementing email-based MFA in Keycloak
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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Security Information and Event Management Systems: Why Is It Worth Adding Keycloak?
In this blog, you’ll learn how Keycloak can support your SIEM system.
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Assessing Retrieval-Augmented Generation (RAG) Large Language Models (LLMs) with DeepEval for Complex Tabular Data
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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Keycloak Migration Made Easy: Tips and Best Practices
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.
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AI Assistants: Opportunities and Challenges for Business Growth
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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Hands-On Keycloak SSO: From Setup to Integration
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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Andrzej Chybicki: The groundbreaking change brought by MCP and technologies based on LLM is the reduction of the communication barrier between humans and IT systems
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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Organizations in Keycloak: Management and Customization of Authentication
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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Identity and Access Management: How to Prepare for Implementing an IAM System in Your Organization?
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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Introducing AuthM8: A free, cross-platform 2FA solution tailored to your brand for secure authentication
AuthM8 is an open-source cross-platform app for two-factor authentication (2FA) using TOTP (Time-based One-Time Password).
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Economic Slowdown and the Opportunity for Process Optimization through Digitalization
Companies that choose digitalization have a better chance of emerging from the crisis stronger and more competitive.
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Running AI in client-side: Real-Time Face Detection in the Browser Using YOLO and TensorFlow.js – use case study
In this post, we’ll explore how to implement object detection directly in the browser using…
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Keycloak: Smart Tips for Monitoring and Protection with Built-in Configuration Tools
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.
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INCONE60 Green – Digital and green transition of small ports
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Enhancing identity management with Keycloak user federations
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Behind the Scenes: Custom SMS Authenticator with Keycloak
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Best Practices in Keycloak: Secure Your System in 5 Steps
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.
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Andrzej Chybicki: Models will be able to instantly review an entire repository and then provide the employee with ready-to-use data
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.
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The possibilities brought by the development and popularization of AI in business management
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.
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GitHub Copilot – review of pros and cons in a programmer’s work
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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A year under the sign of artificial intelligence development
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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Andrzej Chybicki: The use of Artificial Intelligence already constitutes a significant part of the projects carried out by our team
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?
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Case study: Deploying an AI-based solution at Farm Frites Poland
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
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.
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Spring Boot 3.0 migration overview
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.
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Document Data Processing using GPT model
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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ChatGPT – A developer’s point of view
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: New features overview
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.
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Building a custom voice command recognition system
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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Digital identity in the era of remote work and pandemic
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.
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Managing data with machine learning
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.
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Digitalization of social care services – case study
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.
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Android Kiosk Mode – how to turn an Android device into a single-use device
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.
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Digital Cloud Document Repositories – how to identify signatures in scanned PDF documents
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.
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RxJs for beginners (5 most useful operators)
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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Java: Scheduling the execution of background tasks using Spring
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Angular: How to manage back-end long-running asynchronous tasks
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
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.
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Few tips on how to create custom class detection system using R-CNN
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.
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What’s after Angular?
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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Key steps to achieving data-driven decision making
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.
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Digital Twins – Dynamic Models of Reality
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.
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A Holistic Digital Transformation – the Key to Business Optimization
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.
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Investing in AI – do you have what it takes
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.
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Data – the Playground of Machine Learning
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.
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Why Continuous Integration / Continuous Delivery is crucial for delivering high quality software products.
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.
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10 Things You Should Know when Working with Remote Dev Teams
Hiring remote dev teams and using their expertise is a very common practice in many industrial areas including IT, fintech, insurance, logistics and others.
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