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AI 资讯

Anthropic just published how they contain Claude agents, including two security incidents they got wrong

Anthropic dropped a solid engineering post this week about containment across claude.ai, Claude Code, and Cowork. One of the more transparent writeups from a major AI lab about what actually broke. The core insight: model-layer defenses are probabilistic and will always have a non-zero miss rate. So the real answer is hard environmental containment, not just safer models. Three patterns they use: -claude.ai: ephemeral gVisor containers, fully server-side -Claude Code: OS-level sandbox with human-in-the-loop approvals (93% get approved anyway, so approval fatigue is real) -Cowork: full local VM, credentials never enter the guest Two incidents they disclosed: A red team phished an employee into running a prompt that exfiltrated AWS credentials. Succeeded 24 out of 25 times. The model had nothing to catch because the user was the one typing it. Only egress controls would have stopped it. A third-party found that Cowork’s egress allowlist passes traffic to api.anthropic.com. An attacker embedded an API key in a file in the user’s workspace, Claude followed hidden instructions, and uploaded files to the attacker’s Anthropic account. Sandbox worked perfectly and still leaked data. Their lesson: an allowlist isn’t a destination filter, it’s a capability grant. Every function reachable through an allowed domain is an attack surface. The section on persistent memory poisoning and multi-agent trust escalation at the end is worth reading too if you’re building anything agentic. submitted by /u/Direct-Attention8597 [link] [留言]

2026-05-27 原文 →
AI 资讯

Rethinking organizational design in the age of agentic AI

Amid rapidly growing adoption of enterprise-level AI agents, there’s a disconnect emerging between ambition and execution. Although 85% of organizations say they want to be agentic within the next three years, 76% say their current operations and infrastructure can’t support that change. They cite a lack of readiness across people, processes, and workflows. The sticky…

2026-05-26 原文 →
AI 资讯

Technical Writing in the AI Age

This isn’t totally about AI. It’s about technical writing in the age of AI. I have some thoughts on this and I hope it’s helpful to you humans reading. Technical Writing in the AI Age originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.

2026-05-26 原文 →
AI 资讯

It’s time to address the looming crisis in entry-level work.

Artificial intelligence has not so far produced a clean story of mass unemployment. Aggregate employment in developed countries remains broadly stable, and recent assessments have found limited evidence that AI has shifted the headline numbers. But a troubling change may be hiding beneath the surface: the quiet weakening of the first rung of the career…

2026-05-26 原文 →
AI 资讯

A reality check on the AI jobs hysteria

Haven’t you heard? White-collar jobs are going away, decimated by AI. Waves of layoffs in the tech sector (most recently at Coinbase and Meta and Cisco) are said to presage what will soon come for all of us knowledge workers. But before you quit your job as a software developer or financial analyst—or tech journalist—and…

2026-05-26 原文 →
开发者

Cross-Document View Transitions: Scaling Across Hundreds of Elements

Every view-transition-name on a page must be unique. The problem is that every pseudo-element selector in your CSS targets a specific name, so your animation styles explode into an unmanageable wall of selectors. Cross-Document View Transitions: Scaling Across Hundreds of Elements originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.

2026-05-25 原文 →
开发者

The State of CSS Centering in 2026

Despite the countless number of online resources, it’s easy to get confused when trying to center an element. There are documented solutions, but do you really understand why the code you picked works? Let's look at the current state of centering options today in 2026. The State of CSS Centering in 2026 originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.

2026-05-22 原文 →
AI 资讯

Google I/O showed how the path for AI-driven science is shifting

During Tuesday’s Google I/O keynote, Demis Hassabis, the CEO of Google DeepMind, proclaimed that we are currently “standing in the foothills of the singularity.” It was a striking statement—the singularity is the theoretical future moment when AI rapidly exceeds human intelligence and dramatically transforms the world. But what struck me as I listened in the…

2026-05-22 原文 →
AI 资讯

Roundtables: Can AI Learn to Understand the World?

Listen to the session or watch below AI companies want to build systems that understand the external world and overcome the limitations of LLMs. Recent developments have brought world models to the forefront of the AI discussion. Watch a conversation with editor in chief Mat Honan, senior AI editor Will Douglas Heaven, and AI reporter…

2026-05-22 原文 →
AI 资讯

Scaling creativity in the age of AI

Storytelling is core to humanity’s DNA, stemming from our impulse to express ideals, warnings, hopes, and experiences. Technology has always been woven through the medium and the distribution: from early humans’ innovation of natural pigments and charcoals for cave paintings to literal representation by the camera. The landscape of storytelling continues to shift under our…

2026-05-22 原文 →
开发者

Stack Overflow: When We Stop Asking

It still hits like a ton of bricks to see the steep decline in Stack Overflow questions. What does that mean about learning in our industry? Stack Overflow: When We Stop Asking originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.

2026-05-20 原文 →
开发者

Cross-Document View Transitions: The Gotchas Nobody Mentions

This is Part 1 of a two-part series about cross-document view transitions, going over all the gotchas, from ditching the deprecated way to opt into them to a little-known 4-second timeout. Cross-Document View Transitions: The Gotchas Nobody Mentions originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.

2026-05-18 原文 →
产品设计

Computing and Displaying Discounted Prices in CSS

A clever use of CSS to calculate and display a discounted product price by providing a base price and discount amount, featuring modern CSS features like attr() , mod() , and round() . Computing and Displaying Discounted Prices in CSS originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.

2026-05-14 原文 →
开发者

Using CSS corner-shape For Folded Corners

I came across Kitty Giraudel’s folded corners technique. I’ve been on a bit of a corner-shape kick lately, so I figured that corner-shape could be used to create folded corners as well. Using CSS corner-shape For Folded Corners originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.

2026-05-08 原文 →