From Chat Window to Pull Request
Traces how the division of labor between humans and machines has changed, from chatbots to agentic coding. Beyond faster code production, it examines the role of specification, verification and responsibility.
Writing
Analysis and professional overviews of AI, data, technology organizations and the institutional consequences of change.
5 articles
ChatGPT Was Not the Beginning
Presents seven decades of Hungarian language technology, from the early machine translation experiments to today's Hungarian language models. It looks at how continuous knowledge-building at home relates to a new era that relies on global foundation models.
Don't Roll Out AI. Redesign How You Work.
An enterprise AI license is not, by itself, a transformation. The piece unpacks how scattered tool use becomes a measurable, secure and scalable way for the organization to operate.
AI Lets Us Produce Code Faster. But Who Will Review It?
Uses the Hungarian IT debate on agentic coding to examine the real bottlenecks of software development. Code generation is speeding up, while the burden of review, validation, security and ownership remains.
It Is Not the First Wave We Need to Win
Reads the AI 2027 and Europe 2031 scenarios as a strategic stress test for Central and Eastern Europe. It looks for the region's chance in embedding models into institutional, industrial and decision-making systems.
AI Did Not Cause the Crisis. It Made It Visible.
A data- and research-based overview of the Hungarian IT market, the junior crisis, seniority inflation and pay morale. It treats AI not as a single cause but as an accelerator of several market tensions.
CtrlPlane is part of Meniva's professional workshop
Here I write about the decisions behind AI, data and organizational systems. At Meniva, the same questions turn into working data and AI systems.
Discover Meniva →Professional notes on the decisions behind systems
CtrlPlane is Bálint Antal's professional blog on AI, data, how organizations work and technology transitions. It is written mainly in Hungarian.
The focus is not the tool or trend of the moment, but the decisions, incentives, constraints and consequences built around it.
The aim is precise, source-based professional thinking that is useful in practice. CtrlPlane is its public surface, and Meniva is where the systems get built.