We watch the market. And we answer.

Newsroom · hwsw.hu

If it does not run on your hardware, someone else will one day decide what happens to your data

Google is set to take bankrupt Spirit Airlines’ entire data estate — internal e-mail and Teams history included — for $10 million, as AI training data. Not a scandal: bankruptcy law working as designed. Contracts bind a living company; what is confidential should run on infrastructure whose fate you decide.

Responding to: „Tízmillió dollárt fizetett egy becsődölt légitársaság adataiért a Google” · 2026-08-18

Newsroom · portfolio.hu

Europe is not missing out on AI. It is missing out on the infrastructure.

ECB President Lagarde warns Europe cannot afford to miss the AI revolution — euro-area companies already earmark ~9% of this year’s total investment for AI. Our response: the 9% is a flow of money with a direction. Value accumulates where the infrastructure runs — the question is whether it is yours.

Responding to: „Figyelmeztett az EKB elnöke: nem szalaszthatja el Európa az AI-forradalmat” · 2026-08-19

Newsroom · portfolio.hu

France has said it: confidential data does not go to American AI. You do not need to be a state to say the same.

The French government excluded OpenAI from public administration and switched to sovereign AI providers. A mid-sized company gets the same question from a customer or an auditor — and there is a working answer.

Responding to: „Kizárták az OpenAI-t a franciák” · 2026-08-18

Newsroom · computertrends.hu

IDC’s three numbers point at the same single gap. The market is not missing a portfolio — it is missing operations.

Hungarian IT site computertrends.hu covers Lenovo’s hybrid AI portfolio and the IDC survey behind it: 62% prefer hybrid, 46% of pilots reach production, 27% have governance in place. Our read: not three problems but one — hardly anyone delivers the whole line, operated.

Responding to: „Lenovo – Minden modellt előző hibrid AI” · 2026-08-15

New reference

A “fork” in a day — from OpenChef to OpenChem

A new live reference: openchem.hu — classic chemistry demonstrations in two languages. It went from idea to production in hours, because it started from OpenChef. Strictly speaking not even a fork: one codebase, one container image, a brand toggle — that is the marginal cost of a second product on the platform.

Newsroom · portfolio.hu

Most AI projects never reach production. Ours start there.

KPMG’s research says most enterprise AI projects never reach production — only 1 in 20 counts as genuinely successful. We agree with the diagnosis, not the usual conclusion: on ATAILA, production is the first thing we provision, not a final step that quietly runs out of budget.

Responding to: „Vállalati AI-beruházások: kétszeres megtérülés is elérhető, de a projektek többsége még éles üzemig sem jut el” · 2026-08-19

New reference

The reader decides what gets written next — nextpost.blog goes live

A choose-your-own-adventure book read aloud to the kids turned into a product: nextpost.blog is a standing public queue readers vote on, and the votes decide the running order. Eight weeks visible ahead, an admin portal behind it — and it already drives two live blogs. Our first reference that is a full application rather than a content site.

Newsroom · portfolio.hu

96 megawatts of iron is not yet sovereignty. An operated platform is.

Hungarian business site portfolio.hu ran the numbers on the AI campus planned next to Paks — up to 96 MW, and a water bill to match. We agree with almost all of it, and take it one layer up: compute alone is a cost centre; an end-to-end operated platform turns it into a product.

Responding to: „Paks mellé jön az AI: elissza a vizünket, vagy megépíti végre a vízrendszerünket?” · 2026-08-14

Newsroom · index.hu

The news is not the 11 months. It is the 30 hours.

Hungarian news site index.hu reports AI agent teams replacing eleven months of work in thirty hours. We do not dispute the numbers — but those thirty hours are scarce expert work that today has to be spent again on every project. Our platform makes them the default instead of a privilege.

Responding to: „Tizenegy hónapnyi munkát váltott ki 30 óra alatt a mesterséges intelligencia” · 2026-08-12

Newsroom · economx.hu

Under the AI Act, you cannot account for what you do not operate

economx.hu reports that the AI Act’s grace period ended on 2 August 2026 and most Hungarian companies are unprepared. We agree with the diagnosis — but most of the gaps listed are operational, not regulatory. The four audit questions are answered not by a document but by a running system that logs.

Responding to: „Lejárt a türelmi idő, Brüsszel bekapcsolta az MI-rendőrséget: a magyar cégek többsége még azt sem tudja, mire készüljön” · 2026-08-05

Newsroom · hvg360

If 74% of knowledge workers already use AI, what is still missing inside companies?

Hungary’s hvg360 sums up BCG’s fourth AI at Work study: 74% of frontline knowledge workers already use AI regularly, while organisations have not kept up. Our reading: the gap is operational, not technological — and that operating layer is exactly what ATAILA ships.

Responding to: „A munkavégzés lehet jobb, de nem feltétlen lesz könnyebb: itt az örömparadoxon” · 2026-08-03

Newsroom · telex.hu

Seven data points after one spraying — this is where AI adoption stalls

telex.hu profiled an AI crop-monitoring system from Szeged: the model is ready, yet adoption stalls — even logging seven data points is an obstacle. We see the same pattern in every industry: what’s missing is the path to production, not the model.

Responding to: „Hiába figyelné mesterséges intelligencia a szegedi földeket, ha a gazdák még nem állnak rá készen” · 2026-07-31

Newsroom · qubit.hu

Where AI sovereignty is really decided: the fourth layer

Hungarian science site qubit.hu breaks AI sovereignty into four layers and calls full independence unattainable. We agree — except on the weighting. The article’s strongest numbers all sit on the fourth layer: integration, where operations begin.

Responding to: „A teljes AI-szuverenitás elérhetetlen – a kérdés az, hogy kitől és mennyire vagyunk hajlandók függeni” · 2026-07-31

Newsroom · hvg.hu

Four machines can run the big model. The hard part starts afterwards.

hvg.hu reports EPFL research where four ordinary machines run a GPT-120B-class open model on a local network, installed in half an hour. We agree — but the half hour covers installation, not operations. The real cost starts on day 40, and that layer is exactly what ATAILA ships.

Responding to: „Adatközpont? Ugyan már! Irodákba költözhetnek a szuperszámítógépek” · 2026-07-28