Expert Insights

Artificial Intelligence|Published: Jul 13, 2026

How to evaluate your agents?

Evaluating agentic systems is a multi-dimensional challenge that requires a multi-layered framework. A robust evaluation system must verify both functional and non-functional requirements. The system should verify whether an agent is fulfilling its core objectives, while performing efficiently, safely and with low latency. Furthermore, the system must account for scalability while ensuring the agent's underlying reasoning remains transparent and traceable. Those different evaluation layers allow, to evaluate the model both from the technical and strategic business perspectives.

Artificial Intelligence|Published: Jun 26, 2026

Diffusion models quantization benchmark

Diffusion models became de facto standard in image generation. While remarkably powerful, they rely on a multi-step process of iterative denoising, which takes time. Text generation is also processed in a sequential manner, however the text can be streamed and visualized token by token, giving a natural, real-time feeling, similar to how humans read or write a text. With images, we must wait for the final denoising step to complete before a usable result appears. This makes optimizing diffusion models for speed and efficiency a critical challenge.

Data Foundation|Published: Apr 9, 2025

VirtusLab at Data Innovation Summit 2025: Let’s talk data, AI, and tea?

We’re excited to announce that VirtusLab will be attending the Data Innovation Summit 2025 as a Venue Partner! Whether you're deep into machine learning, curious about data maturity, or just looking for some good conversation (and maybe a cup of tea), we’d love to meet you there.

Data Foundation|Published: Mar 4, 2025

What are the benefits and advantages of machine learning?

Machine learning enhances the accuracy and precision of various tasks by processing large amounts of data and identifying patterns. If your organization is considering implementing a machine learning-based solution, we encourage you to explore the advantages and benefits of ML and discuss some potential limitations and what you can do to minimize them.

Data Foundation|Published: Nov 24, 2023

What does data transformation enable data analysts to accomplish?

Read everything about data transformation encompassing SQL, GUI, Scala, and Python, to get clean and structured data for your decision-making process. We delve into the technology and which is best for what project.

Data Foundation|Published: Apr 25, 2023

Unlock the power of your analytical data platform for data-driven decisions

Businesses become competitive, once they avoid guesswork, create an environment for data-driven decisions, and use data from analytics platforms in their operational use cases. This is how you can excel.