
The Architecture Problem Behind AI Hallucinations That Compromise Security
Nearly 1 in 5 AI-generated code packages don’t exist. Here’s the architecture that catches hallucinations before they ship.
Transilvania IT Cluster works at the intersection of entrepreneurship, research, innovation, and public administration, pushing forward discussion and action around digital transformation and thus enhancing community development through digitization.
Based out of Cluj-Napoca, the Cluster currently includes more than 115 members. Its mission is to represent the interests of member companies and generate added value for them through engagement while also contributing to the development of Romania’s North-Western regional ecosystem.
Since rinf.tech is opening a new office in Cluj, we believe it’s of utmost importance for us to integrate and become a valuable part of the local technology community. We aim to contribute our expertise, knowledge, and lessons learned from hundreds of successfully delivered projects to the growth and evolution of a local software engineering community.
You can see our listing among large companies here.

Nearly 1 in 5 AI-generated code packages don’t exist. Here’s the architecture that catches hallucinations before they ship.

A prompt only holds what fits in one conversation. This piece traces why that structural limit, not developer skill, is what breaks AI-generated code at scale, and makes the case for treating the specification, not the code, as the permanent source of truth.

Managing software across a 15-year vehicle lifecycle requires clear behavior contracts. Discover how machine-readable specs reduce post-production overhead and ensure UNECE R156 compliance.