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3 years in, many digital health engineering teams spend more roadmap time on rebuilds than on new features. The cause is usually the same. When a CTO calls us in year three, the situation usually looks the same. The product is growing, the team is stretched, and a closer look at the roadmap shows that a significant share of it is fixing […]

N8N is an open-source workflow automation platform that lets you connect systems, APIs, and databases through a visual drag-and-drop editor with the option to write JavaScript when the logic gets more complex. It runs on your own infrastructure, with no dependency on external clouds. For logistics data processed at any meaningful scale, that distinction matters. This article covers what N8N is, […]

In most industries, an MVP can be scrappy. In healthcare, scrappy has a regulatory meaning and it usually costs more to fix than to get right the first time. What Is MVP development for a healthcare startup? MVP development for a healthcare startup is the process of building the smallest version of a digital health product that can be safely deployed to real users, validated with […]

We’ve built two production mental health platforms under both regulatory regimes. Mentalyc – an AI-powered therapy documentation tool operating under HIPAA and SOC 2 Type II in the US. Selfapy – a CBT-based digital therapeutics platform certified under BSI IT-Grundschutz in Germany, with over 120 individual security requirements met before launch. Here is what building under both frameworks actually […]

Data processing systems are now the foundation of modern digital platforms. They combine data from multiple sources, process it continuously, and deliver reliable results that drive business decisions, ranking algorithms, and analytical models.To ensure such systems are scalable, efficient, and resilient, they must be properly tested – not only at the backend level, but across the entire data […]

Data processing patterns have become a central topic in software engineering. With the growing complexity of data environments, the demand for real-time analytics, and increasing pressure to automate, the ability to design and implement effective data processing systems is now a core business requirement. According to the 2024 State of Analytics Engineering report by dbt Labs, more than 57% of data professionals […]

In 2025, cyber threats have reached an unprecedented level, causing global financial losses of $10.5 trillion annually. Between 2021 and 2023, supply chain attacks surged by an alarming 431%, with forecasts indicating continued growth through 2025. In response to these escalating threats, organizations worldwide are investing in advanced AI-based technologies to effectively protect their digital assets. Generative AI and large language […]

Introduction Large Language Models (LLMs) have revolutionized the way developers build software. Whether you’re starting a new project from scratch or improving existing code, proper use of LLMs can significantly boost your productivity, enhance code quality, and drive process optimization. This guide, based on practitioners’ experience, presents proven methods for using LLMs effectively to streamline and optimize every stage […]

In an era where artificial intelligence is redefining the boundaries of technology, DeepSeek is emerging as a pioneer in AI model training transformation. Embracing innovation and promoting transparency, the company offers a free, open-source tool that operates both locally on a computer and through a chat application, boasting computing power comparable to GPT. Key achievements of DeepSeek DeepSeek has revolutionized the approach to training language […]

Introduction to HL7 FHIR HL7 FHIR (Fast Healthcare Interoperability Resources) is a standard for digital information exchange in healthcare, enabling fast and secure transmission of medical data between various healthcare systems. FHIR is the latest of the widely used standards facilitating interoperable medical data exchange and is being implemented by healthcare organizations worldwide. With FHIR, diverse systems can communicate effectively […]