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The HMS Blog

Current topics, practical solutions, and fresh ideas: On the HMS blog, you'll learn how companies successfully use data and analytics.

Agent-to-Agent Protocol: When Companies Should Use Multi-Agent Systems

This article helps enterprise teams determine when A2A is the right level of collaboration, when MCP or APIs are sufficient, and what governance requirements must be met before implementation.

Fabian Wahren

Why AI-Powered Code Migration Doesn't Scale Without Agent Systems

Individual LLMs deliver impressive results. However, when modernizing large legacy environments, analysis, orchestration, testing, and governance are what determine success. Read this article to find out why agent-based systems are key to this process.

Dennis Stolp

Inside Forecasting: What Really Sets Strong Forecasting Applications Apart

Why Forecasting Is Rarely Just a Modeling Issue: This article explores the factors that determine the acceptance and value of forecasts in practice—from explainable AI to the integration of local data.

Kilian Schneider

Explainable AI for Time Series Forecasts: Making Forecasts Explainable with SHAP

The article explains how Explainable AI makes time-series forecasts easier to understand. Using SHAP scores, forecasts are broken down into individual contributions, revealing the factors driving a forecast. The article also shows how forecast revisions between two forecast runs can be explained.

Dr. Markward Britsch

Erklärbare KI (XAI): Warum sie entscheidend für Vertrauen, Compliance und Business Impact ist

Erklärbare KI (XAI) macht KI-Entscheidungen nachvollziehbar und stärkt Vertrauen in automatisierte Systeme. Gleichzeitig unterstützt sie Compliance-Anforderungen wie den EU AI Act und sorgt dafür, dass KI in der Praxis wirklich genutzt wird.

Martin Gaßner

How Do Companies Choose the Right Technology Partner? A Guide for CIOs

Choosing the right technology partner is a strategic decision for CIOs today. Learn which criteria really matter—from use-case fit to governance to implementation expertise.

Dennis Stolp

Talking to Your SQL Database: Text-to-SQL Automation in Practice

A practical overview of text-to-SQL automation, with a focus on architecture, validation, and the limitations of conversational database access.

Markus Pernpointner

Non-Generative AI Agents: When Classical AI Is Superior to Generative Models

The article explains when non-generative AI agents should be used and why traditional models remain superior to LLMs in many business-critical applications.

Alexander Helmboldt

AI-Based Predictions in Critical Care Medicine

How can critical changes in the condition of intensive care patients be detected early and, at the same time, evaluated in a medically sound manner? A recent scientific paper published in *Communications Medicine*, a peer-reviewed journal in the Nature portfolio, addresses this question. Markward Britsch, a data scientist at HMS, was also involved in the work as part of an interdisciplinary research team.

Dr. Markward Britsch