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Evaluating Agents

“Models constantly change and improve but evals persist” Look at the data No amount of evals will replace the need to look at the data, once you have a evals good coverage you’ll be able to decrease the time but it’ll be always a must to just look at the agent traces to identify possible issues or things to improve. Starting, end to end evals You must create evals for your agents, stop relying solely on manual testing. Not sure where to start? Add e2e evals, define a success criteria (

Topics: agent data e2e end evals

New AI model turns photos into explorable 3D worlds, with caveats

On Tuesday, Tencent released HunyuanWorld-Voyager, a new open-weights AI model that generates 3D-consistent video sequences from a single image, allowing users to pilot a camera path to "explore" virtual scenes. The model simultaneously generates RGB video and depth information to enable direct 3D reconstruction without the need for traditional modeling techniques. However, it won't be replacing video games anytime soon. The results aren't true 3D models, but they achieve a similar effect: The

‘007 First Light’ Looks Like Bond’s Promising Return to Gaming

A few months ago, we got our first look at 007 First Light, the first James Bond video game in over a decade. Now that we know we’ll be playing a young 20-something Bond on the path to earning his license to kill and 00 status, developer IO Interactive has given its latest project a fuller reveal ahead of its March 2026 launch. First Light contains a blend of action and stealth gameplay with moments of opportunity for Bond (voiced by Patrick Gibson of Dexter: Original Sin) to be a sneaky secret

I Had ChatGPT Order Me a Pizza. This Could Change Everything

Ordering a pizza online is wildly more interesting when AI does it. When OpenAI announced ChatGPT Agent, an AI-powered tool that handles complex tasks from start to finish, I didn't fully understand its capabilities. OpenAI says it can be your personal assistant, but that means little to someone who's never had one. I imagine if I did have a personal assistant, I might ask them to order me a pizza. So, that's what I did. Near CNET's New York office is a relatively new spot named Cello's Pizzer

European court rules in favor of the latest US and EU data transfer framework

Europe’s second-highest court has dismissed a challenge against a data transfer pact between the European Union and the US. "On the date of adoption of the contested decision, the United States of America ensured an adequate level of protection for personal data transferred from the European Union to organisations in that country," the EU’s General Court ruled ( PDF ). The two sides brokered the Trans-Atlantic Data Privacy Framework in 2023 to continue allowing US companies to store European us

Claude Code: Now in Beta in Zed

You asked for it. A lot. So we built it: our Claude Code integration is now available in public beta, running natively in Zed through our new Agent Client Protocol (ACP). For months, developers have been asking us to bring Claude Code into Zed. We didn’t just want to bolt on a one-off integration; we wanted to build something better. ACP is our new open standard that lets any agent connect to Zed (and other editors, too). Claude Code is a perfect example of what’s possible. Now you can: Run

Topics: acp agent claude code zed

Warp brings new diff-tracking tools to the AI coding arms race

The AI coding tool Warp has a plan for making coding agents more comprehensible — and it looks an awful lot like pair programming. Today, the company is releasing Warp Code, a new set of features designed to give users more oversight over command-line-based coding agents, with more extensive difference tracking and a clearer view of what the coding agent is doing. “I feel like with these other command-line tools, you’re kind of just crossing your fingers and hoping that what comes out the othe

Translation startup DeepL launches an AI 'agent' in challenge to players like OpenAI

German startup DeepL on Wednesday said it was expanding beyond artificial intelligence-powered translation into general AI agents focused on businesses. The term "agent" refers to an AI tool that can carry out tasks in the background in response to user prompts. DeepL Agent is designed to complete "repetitive, time-intensive tasks across a wide variety of functions" according to the company. It can responds to natural langauge commands from a users. DeepL Agent can be used in various teams fro

I looked into the most popular AI apps, and the runner-up caught me by surprise

Elyse Betters Picaro / ZDNET Follow ZDNET: Add us as a preferred source on Google. ZDNET's key takeaways ChatGPT and Gemini are the top two gen AI platforms. Grok's users have increased, while DeepSeek's are down. Vibe coding continues to be a steadily growing use of gen AI. Consumer generative AI products like OpenAI's ChatGPT and Google's Gemini continue to transform our daily digital lives. These are the web products and mobile apps making the biggest impact. Also: My top 5 free AI too

Parallel AI agents are a game changer

I’ve been in this industry long enough to watch technologies come and go. I’ve seen the excitement around new frameworks, the promises of revolutionary tools, and the breathless predictions about what would “change everything.” Most of the time, these technologies turned out to be incremental improvements wrapped in marketing hyperbole. But parallel agents? This is different. This is the first time I can say, without any exaggeration, that I’m witnessing technology that will fundamentally trans

Trump Ends Union Protections for NASA Employees, Citing ‘National Security’

Just before Labor Day weekend, the White House issued an executive order that excludes NASA and other agencies from collective bargaining rights. NASA employees have previously expressed public dismay against the administration’s budget cuts to the agency and its policy against diversity programs, and the latest order is another major blow to the staff. President Donald Trump signed the new order on August 28, ending collective bargaining at a number of federal agencies with national security m

This ultra-rare ’90s LaserDisc game console can finally be emulated on a PC

Here in the year 2025, it's not every day that a classic gaming console from the 20th century becomes playable via emulation for the first time. But that's just what happened last week with the release of Ares v146 and its first-of-its-kind support for Mega LD titles designed for the Pioneer LaserActive. Even retro console superfans would be forgiven for not knowing about the LaserActive, a pricey LaserDisc player released in 1994 alongside swappable hardware modules that could add support for

Over 30 years later, a rare LaserDisc game console gets its first PC emulator

Here in the year 2025, it's not every day that a classic gaming console from the 20th century becomes playable via emulation for the first time. But that's just what happened last week with the release of Ares v146 and its first-of-its-kind support for Mega LD titles designed for the Pioneer LaserActive. Even retro console superfans would be forgiven for not knowing about the LaserActive, a pricey LaserDisc player released in 1994 alongside swappable hardware modules that could add support for

Launch HN: Datafruit (YC S25) – AI for DevOps

Hey HN! We’re Abhi, Venkat, Tom, and Nick and we are building Datafruit ( https://datafruit.dev/ ), an AI DevOps agent. We’re like Devin for DevOps. You can ask Datafruit to check your cloud spend, look for loose security policies, make changes to your IaC, and it can reason across your deployment standards, design docs, and DevOps practices. Demo video: https://www.youtube.com/watch?v=2FitSggI7tg. Right now, we have two main methods to interact with Datafruit: (1) automated infrastructure au

Don't Build Multi-Agents

Principles of Context Engineering We’ll work our way up to the following principles: Share context Actions carry implicit decisions Why think about principles? HTML was introduced in 1993. In 2013, Facebook released React to the world. It is now 2025 and React (and its descendants) dominates the way developers build sites and apps. Why? Because React is not just a scaffold for writing code. It is a philosophy. By using React, you embrace building applications with a pattern of reactivity and

Chinese social media platforms roll out labels for AI-generated material

Major social media platforms in China have started rolling out labels for AI-generated content to comply with a law that took effect on Monday. Users of the likes of WeChat, Douyin, Weibo and RedNote (aka Xiaohongshu) are now seeing such labels on posts. These denote the use of generative AI in text, images, audio, video and other types of material, according to the South China Morning Post . Identifiers such as watermarks have to be included in metadata too. WeChat has told users they must pro

FTC chair warns Google about Gmail’s ‘partisan’ spam filters

Andrew Ferguson, the Trump-appointed chair of the Federal Trade Commission, recently expressed concern that “Alphabet’s administration of Gmail is designed to have partisan effects.” In a letter addressed to Alphabet CEO Sundar Pichai, Ferguson pointed to a recent story in the New York Post describing complaints by Targeted Victory (a consulting and PR firm that’s worked with the Republican National Committee and Elon Musk’s X) claiming that Gmail flags emails linking to the Republican fundrais

These Newly Discovered Cells Breathe in Two Ways

The team members went through a process of incrementally determining what elements and molecules the bacterial strain could grow on. They already knew it could use oxygen, so they tested other combinations in the lab. When oxygen was absent, RSW1 could process hydrogen gas and elemental sulfur—chemicals it would find spewing from a volcanic vent—and create hydrogen sulfide as a product. Yet while the cells were technically alive in this state, they didn’t grow or replicate. They were making a sm

AI agents are science fiction not yet ready for primetime

is The Verge’s senior AI reporter. An AI beat reporter for more than five years, her work has also appeared in CNBC, MIT Technology Review, Wired UK, and other outlets. This is The Stepback, a weekly newsletter breaking down one essential story from the tech world. For more on all things AI, follow Hayden Field. The Stepback arrives in our subscribers’ inboxes at 8AM ET. Opt in for The Stepback here. How it started It all started with J.A.R.V.I.S. Yes, that J.A.R.V.I.S. The one from the Marve

Scammers Will Try to Trick You Into Filling Out Google Forms. Don’t Fall for It

One of the lesser-known apps in the Google Drive online suite is Google Forms. It's an easy, intuitive way to create a web form for other people to enter information into. You can use it for employee surveys, for organizing social gatherings, for giving people a way to contact you, and much more. But Google Forms can also be used for malicious purposes. These forms can be created in minutes, with clean and clear formatting, official-looking images and video, and—most importantly of all—a genuin

Agent Client Protocol (ACP)

The Agent Client Protocol standardizes communication between code editors (IDEs, text-editors, etc.) and coding agents (programs that use generative AI to autonomously modify code). The protocol is still under development, but it should be complete enough to build interesting user experiences using it. AI coding agents and editors are tightly coupled but interoperability isn’t the default. Each editor must build custom integrations for every agent they want to support, and agents must implemen

Is AI Running the Government? Here’s What We Know

The Trump administration is letting the generative AI chatbots loose. Federal agencies such as the General Services Administration and the Social Security Administration have rolled out ChatGPT-esque tech for their workers. The Department of Veterans Affairs is using generative AI to write code. The U.S. Army has deployed CamoGPT, a generative AI tool, to review documents to eliminate references to diversity, equity, and inclusion. More tools are coming down the line. The Department of Educati

Agent Client Protocol

The Agent Client Protocol standardizes communication between code editors (IDEs, text-editors, etc.) and coding agents (programs that use generative AI to autonomously modify code). The protocol is still under development, but it should be complete enough to build interesting user experiences using it. AI coding agents and editors are tightly coupled but interoperability isn’t the default. Each editor must build custom integrations for every agent they want to support, and agents must implemen

Texas suit alleging anti-coal “cartel” of top Wall Street firms could reshape ESG

This article originally appeared on Inside Climate News, a nonprofit, non-partisan news organization that covers climate, energy, and the environment. Sign up for their newsletter here. Since 2022, Republican lawmakers in Congress and state attorneys general have sent letters to major banks, pension funds, asset managers, accounting firms, companies, nonprofits, and business alliances, putting them on notice for potential antitrust violations and seeking information as part of the Republican pu

The CDC’s New Acting Director Is a Peter Thiel Pal (and a Total Nightmare)

As America's pivotal health agency descends into chaos, the White House has selected the worst possible person to run it. The Center for Disease Control and Prevention is in chaotic disarray, as a slew of resignations and an unprecedented walkout of staff have roiled the agency. At the center of the controversy is the CDC’s weirdo director, Robert F. Kennedy Jr., whose most recent contribution to public health dialogue was a bizarre rant about what passes through his mind as he stares at childr

The web does not need gatekeepers: Cloudflare’s new “signed agents” pitch

Do you register with Google, Amazon or Microsoft to use the web? Cloudflare’s new “signed agents” pitch sounds like safety but it’s a wolf in sheep’s clothing. They’ve built an allowlist for the open web and told builders to apply for permission. That’s not how the internet works. An application form is not a standard. Yes, identity for agents is a real problem. But Cloudflare is solving it like a border checkpoint. Get on their list or get treated like a trespasser. That’s vendor approval not

The web does not need gatekeepers (Cloudflare)

Do you register with Google, Amazon or Microsoft to use the web? Cloudflare’s new “signed agents” pitch sounds like safety but it’s a wolf in sheep’s clothing. They’ve built an allowlist for the open web and told builders to apply for permission. That’s not how the internet works. An application form is not a standard. Yes, identity for agents is a real problem. But Cloudflare is solving it like a border checkpoint. Get on their list or get treated like a trespasser. That’s vendor approval not

FEMA’s Chaotic Summer Has Gone From Bad to Worse

On Thursday, Department of Homeland Security secretary Kristi Noem claimed that the Federal Emergency Management Agency “is much more responsive under President Trump to people’s needs than it has been under previous administrations.” Speaking at the public third meeting of the FEMA Review Council, a group appointed by Donald Trump at the beginning of this year to oversee reform of the agency, Noem encouraged those listening to “be vocal” about positive interactions with the Trump administration

FEMA's Chaotic Summer Has Gone From Bad to Worse

On Thursday, Department of Homeland Security secretary Kristi Noem claimed that FEMA “is much more responsive under President Trump to people’s needs than it has been under previous administrations.” Speaking at the public third meeting of the FEMA Review Council, a group appointed by Donald Trump at the beginning of this year to oversee reform of the agency, Noem encouraged those listening to “be vocal” about positive interactions with the Trump administration. “Tell the story of how different