AI - Articles

vibe coding risks
AI IT manager upskilling AI agents

Agent Frameworks and Code Quality: Reducing the Risks of Nondeterminism and Vibe Coding

Incorrect model assumptions may remain invisible for a long time. The result? Technical debt that is difficult to trace back to a single design decision. As agent frameworks gain traction, IT teams need to answer one practical question: how can they use nondeterministic AI models without losing control over code quality, costs, and system stability?
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Agent Frameworks
management AI IT manager upskilling AI agents

Agent Frameworks Under the Microscope: Hype or Real Architectural Advantage?

Simple code suggestions in the IDE are no longer enough. As autonomous agent systems move into mainstream engineering workflows, teams are shifting their focus from generating code to designing scalable, predictable architectures. Agent frameworks can deliver a real competitive advantage — but only when they give you control over data flow, cloud costs, and model behavior.
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development of the IT market in Poland
Business Outsourcing IT Analysis Forecasts management AI

The development of the IT market in Poland. How has outsourcing affected the current market structure?

For many companies, outsourcing is the most effective way to develop IT solutions, enabling cost reduction, access to specialized expertise, and the ability to scale […]
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AI regulations
Analysis AI Regulations

AI Regulations Around the World – Overview

Key Points AI is nothing new – we’ve seen some instances of it being implemented in digital products for years already. But with the rise […]
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