NewsLayer

Install NewsLayer

Get the app experience — one tap from your home screen, instant loads and breaking-news alerts.

NewsLayer.com
LatestDaily BriefMarkets
NewsLayer PulseLIVE₿BTC$81,674-0.82%ΞETH$2,395-1.08%◎SOL$104.67-0.09%✕XRP$1.3-0.80%ÐDOGE$0.0793-0.46%₳ADA$0.2171-2.00%Total Cap$2.89T+0.00%24H Vol$497.3BLayer Index36 Fear
BreakingHackers hit AI coding tool OpenCode, running up charges on users’ AI accounts6 giờ trước
Markets
HomeArtificial Intelligence

Artificial Intelligence

Big Tech's AI auditors will only see what they're shown

To be fair to OpenAI, it allowed the testing in the first place. But it shows how much rides on what a company chooses to share.

Samuel Vance-Law

Publisher CoinDesk

Oct 16, 2026 at 2:58 PM UTC · Updated 3 ngày trước · 1 phút đọc

Big Tech's AI auditors will only see what they're shown
NewsLayer editorial artwork

Key Signal

$100M+ AI model production cost

Last Updated

3 ngày trước

Đang dịch…

To be fair to OpenAI, it allowed the testing in the first place. But it shows how much rides on what a company chooses to share.

A trained AI model is essentially a very large file of numbers, often costing more than $100 million to produce, and whoever has a copy has the model. Handing copies to outsiders is a security risk. Until recently, that left testers with an awkward choice, which Google DeepMind has described well: either the testers hand over their questions, so the company sees the exam in advance, or the company hands over its model.

In August, DeepMind showed a way around that. Working with Singapore's AI Safety Institute and three other outside groups, it ran what it called the world's first double-blind test of an AI model, on the same principle as a double-blind drug trial. The test ran on sealed computer hardware, so the outside testers never saw the model and Google never saw their questions. Google says each side can check mathematically that its material stayed private.

It also moves the trust onto the hardware. Last year, researchers broke into this kind of sealed hardware with less than $1,000 of equipment, although they needed physical access to the server to do it. That's worth taking seriously. But it's a much smaller problem than "we can't let anyone near the model," and it can be managed by being careful about who controls the machines.

Why this matters

Independent AI safety audits could remain constrained by what model developers choose to expose, limiting confidence in assessments of powerful systems. The hardware-based approach could improve auditor independence, but the cited physical-access breach suggests audit infrastructure must be secured as rigorously as the models it is designed to test.

#ai

Sourced by

Originally reported by CoinDesk

NewsLayer coverage based on externally reported material.

The Daily Brief

The onchain economy, before your day starts.

Curated markets, onchain insights, and key headlines — delivered every weekday morning.

Weekdays · Free · ~5 minute read

0

Applause

Was this article helpful?

Article Intelligence

Topics

ai

Sponsored

Ad
House — Advertise on NewsLayer
NewsLayerLearn more

NewsLayer Premium

Unlock deeper intelligence.

Ad-free reading, exclusive research, and real-time onchain insights.

Go Premium

Previous Story

OpenAI–Hugging Face breach is a great example of how 'potent' these AI models are, says Cohere CEO

Next Story

Tencent Confirms Third-Party AI Agents Targeted Alibaba Systems

Keep Reading

Tin Liên Quan

Công nghệ: OpenAI tiến gần hơn tới dự luật ‘Frontier’RADA PHÁP LÝ

Công nghệ: OpenAI tiến gần hơn tới dự luật ‘Frontier’

Công nghệ: OpenAI tiến gần hơn tới dự luật ‘Frontier’ Punchbowl News

5 giờ trước

1 phút đọc
Có nên tin tưởng giao tiền và dữ liệu cho các trợ lý AI cá nhân? Đây là ý kiến của các chuyên gia.CRYPTO WIRE

Có nên tin tưởng giao tiền và dữ liệu cho các trợ lý AI cá nhân? Đây là ý kiến của các chuyên gia.

Có nên tin tưởng giao tiền và dữ liệu cho các trợ lý AI cá nhân? Đây là ý kiến của các chuyên gia. CBS News

6 giờ trước

1 phút đọc
Sự kìm hãm tài chính trong kỷ nguyên AINHỊP ĐẬP BITCOIN

Sự kìm hãm tài chính trong kỷ nguyên AI

Bitcoin Magazine: Sự kìm hãm tài chính trong kỷ nguyên AI. Craig Tindale cho biết việc chuyển sản xuất ra nước ngoài đã khiến Hoa Kỳ phụ thuộc vào các đối thủ về công nghệ quan trọng. Dựa trên Hamilton & Eisenhower, ông coi AI như một nhiệm vụ quốc phòng. Bài viết này xuất hiện lần đầu trên Bitcoin Magazine.

13 giờ trước

1 phút đọc
NewsLayer.com

The front page of the onchain economy. Crypto, Web3 and regulation intelligence — live prices, original research and policy tracking in one layer.

Follow on XTelegram

News

  • Latest News
  • The Daily Brief
  • Crypto
  • DeFi
  • Policy
  • Web3
  • Blockchain
  • Explainers

Markets

  • Market News
  • Layer Index
  • Live Charts
  • DeFi Protocols
  • Regulation Tracker
  • Regulation Radar

Company

  • About NewsLayer
  • Advertise
  • PR Publication
  • Become an Author
  • Our Authors
  • Create Account
  • Sign in

Resources

  • Research
  • NewsLayer Originals
  • My Feed
  • Search
  • AI Sector
  • Quantum Sector

NewsLayer Premium

Read the full layer.

Unlock premium intelligence, original research and an ad-free reading experience.

  • Premium Intelligence briefings
  • Ad-free reading experience
  • Members-only research & data
Go Premium

© 2026 NewsLayer.com — The front page of the onchain economy

Privacy Policy·Terms of Service
NewsLayer

Get the signal, not the noise.

Markets, regulation and onchain intelligence in a 5-minute morning read — plus breaking alerts and Layer Index flips as they happen.

The Daily Brief

Breaking alerts

Index flips

Free · No spam · Unsubscribe anytime