We watch the market. And we answer.

Event

AI Summit Budapest opens on Monday. We will be there — and here is what we are listening for.

AI Summit Budapest runs 7–8 September in Városliget: 300+ speakers, eleven rooms, two days. ATAILA will be there for both. We read the whole programme and picked the sessions worth your time — local AI, sovereignty, regulation as an operational problem, the compute underneath, and Hungarian language models. Exactly one talk out of the whole programme carries “sovereign AI” in the title, and the word will mostly be spoken by people who sell capacity rather than operate it.

Newsroom · Anthropic Support

On 13 September our Claude Code allowance drops by a third. That is the trend, not the exception.

Anthropic's 50% Claude Code allowance ends on 13 September, exactly as announced. GitHub moved Copilot to token billing in June because absorbing inference cost was "no longer sustainable". Two vendors, one direction. The honest reading is not that anyone is behaving badly — it is that the subsidised phase of public AI is ending, and the capital behind the GPU buildout is why.

Responding to: „Claude Code May–August 2026 weekly limits promotion” · 2026-05-13

Newsroom · economx.hu

Three AI services stopped at once. Their customers could only wait.

ChatGPT, Claude and Grok all went down at the same time on 3 September, taking agent tools with them. The honest lesson is not “this could never happen to us” — it is that most companies had no accountable operator to call and nothing to do but wait. That is a procurement question, not a technology one.

Responding to: „Nagy AI-leállás söpör végig a világon: a ChatGPT, a Claude és a Grok is bedobta a törölközőt” · 2026-09-03

Newsroom · The Register

If you have to apply for data residency, it is a feature — not a property.

Anthropic's zero data retention is opt-in: enterprises must apply, the default is 30 days of retained prompts and outputs, and verifying it worked is the customer's job. We are not criticising the safety reasoning — we are pointing at the shape. Residency you have to request is a setting. Residency you can point at on a rack is a property.

Responding to: „Anthropic promises zero data retention – but customers must check it worked” · 2026-09-02

Newsroom · HWSW

The price per token did not move. The bill can rise up to 40%.

Gemini Flash 3.8 costs exactly what 3.7 cost per token — and up to 40% more per task, because it reasons in more steps. That is the whole problem with metered AI in one story: the number on the price list is not the number on the invoice, and you find out a month later. It is why ATAILA charges a flat monthly fee with no per-token billing.

Responding to: „Keményebben dolgozik a Google új modellje, de ennek ára van” · 2026-09-03

Newsroom · The GitHub Blog

Public AI is not getting cheaper. Three announcements in one quarter say so.

GitHub moved Copilot to token-based billing because absorbing inference cost is “no longer sustainable”. Anthropic's 50% Claude Code allowance expires on 13 September. Google's newest model costs the same per token and up to 40% more per task. Three signals, one direction — and the capex behind them means it is structural, not a bad quarter.

Responding to: „GitHub Copilot is moving to usage-based billing” · 2026-04-27

Newsroom · telex.hu

Ninety percent passed the audit. Ten percent could prove it.

Hungary’s first mandatory NIS2 audit round is in: of the 2,194 organisations that completed it, close to 90% met the requirements — but only 10% earned the top “negligible risk” rating, and the single named systemic weakness was inadequate documentation of remote access. The distance between passing and proving is the distance between paperwork and operations. And the next audit lands on an estate that by then contains AI.

Responding to: „A hazai cégek 90 százaléka átment az első kiberbiztonsági auditon” · 2026-08-26

Newsroom · index.hu

Process sovereignty is the right question. The answer is smaller than a five-year programme.

Ahead of AI Summit, Nagymajtényi Gábor tells index.hu that sovereignty is not only where the data sits but whether you can run, take over and restore your own systems — and estimates five years as the minimum. We think the distinction is the most useful sentence published on this in Hungarian this month, and that five years is the right answer to the wrong unit: his own conclusion, two or three sectors with a working AI service on their own infrastructure, is a unit-level engineering problem.

Responding to: „Új országstratégia került az asztalra, ha Magyar Péterék nem lapoznak bele, baj lehet” · 2026-08-24

Newsroom · technokrata.hu

Two-thirds are running AI projects. A fifth are building anything underneath them.

A small SUSE survey of Hungarian decision-makers puts roughly two-thirds with an AI project underway, pilot or production, while only 20.5% named AI infrastructure preparation as a modernisation plan. The sample is too small to treat as market data and we say so — but the Stanford AI Index reports the same shape globally: 88% using AI somewhere, 3–10% at full rollout. Starting has never been cheaper. Keeping it has not got cheaper at all.

Responding to: „Az AI már szárnyra kapott a vállalatoknál, az infrastruktúra még csak kullog mögötte” · 2026-08-27

Newsroom · hwsw.hu

Nvidia is buying the place the world downloads open models from. We are not happy about it.

Nvidia has reportedly agreed to buy Hugging Face for $12.9 billion — the place the world publishes and downloads open models. ATAILA is built on open source AI, so we say it plainly: we are not happy. Three checkable hopes: alternative free repositories, models kept accelerator-neutral and free, and no push beyond drivers and CUDA — vLLM and Ollama must live.

Responding to: „Az Nvidia kezébe kerülhet a Hugging Face” · 2026-08-27

Newsroom · infostart.hu

Europe is building AI gigafactories — but confidential workloads need a home today

Hungarian news site infostart.hu covers the EU’s AI gigafactory push and Hungary’s AI Factory antenna. We agree with the diagnosis — but sovereignty is not hardware procurement. It is decided by who operates the confidential workload, under which jurisdiction, and starting when. That answer exists today.

Responding to: „Európa saját AI-t akar – rengeteg energiával és amerikai gyorsítóval” · 2026-08-21

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 · hvg.hu (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