venturebeat

2025-10-23

Google's 'Watch & Learn' framework cracks the data bottleneck for training computer-use agents

A new framework developed by researchers at Google Cloud and DeepMind aims to address one of the key challenges of developing computer use agents (CUAs): Gathering high-quality training examples at scale.

The framework, dubbed Watch & Learn (W&L), addresses the problem of training data generation in a way that doesn’t require human annotation and can automatically extract demonstrations from raw videos.

Their experiments show that data generated W&L can be used to train or fine-tune existing computer use and foundation models to improve their performance on computer-use tasks. But equally important, the same approach can be used to create Discover Copy

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Destination

2025-02-13

Samsung Galaxy Watch 7 review: Incrementally better than its predecessor...again

We called 2023’s Galaxy Watch 6 a “modest upgrade” from the Galaxy Watch 5, which itself also got described as “very similar” to its predecessor, the Watch 4. So it’s perhaps not surprisin [...]

Match Score: 181.26

Destination

2025-08-07

Framework Desktop (2025) Review: Powerful, but perhaps not for everyone

The most obvious question is “Why?” <br /> Framework builds modular, repairable laptops that anyone can take apart and put back together again. It’s a big deal in an era where laptops are [...]

Match Score: 153.26

Destination

2025-10-08

Pixel Watch 4 review: A well-rounded smartwatch with a surprising advantage

Everyone uses smartwatches differently. There are the people who wear them all day, those who only wear them when they’re outside, those who only use them while working out and even those who only w [...]

Match Score: 138.94

Destination

2025-06-18

Framework Laptop 12 review: Doing the right thing comes at a cost

Earlier this year, Framework announced it was making a smaller, 12-inch laptop and a beefy desktop to go alongside its 13- and 16-inch notebooks. A few months later, and the former has arrived, puttin [...]

Match Score: 138.29

Destination

2025-06-04

Summer Game Fest 2025 schedule, announcements, new games and everything else to expect

As if early June wasn't already going to be a wild enough time in the gaming world with the arrival of the Nintendo Switch 2, that's also when a whole host of showcases takes place as part o [...]

Match Score: 120.15

venturebeat

2025-10-12

We keep talking about AI agents, but do we ever know what they are?

Imagine you do two things on a Monday morning.First, you ask a chatbot to summarize your new emails. Next, you ask an AI tool to figure out why your top competitor grew so fast last quarter. The AI si [...]

Match Score: 114.32

venturebeat

2025-10-01

Microsoft retires AutoGen and debuts Agent Framework to unify and govern enterprise AI agents

Microsoft’s multi-agent framework, AutoGen, acts as the backbone for many enterprise projects, particularly with the release of AutoGen v0.4 in January. However, the company aims to harmonize all o [...]

Match Score: 110.47

Destination

2025-05-06

Framework Laptop 13 (2025) with AMD Ryzen AI 300 review: The usual iterative upgrade

You might know the story by now: Framework makes repairable, modular laptops where you can sub in new components for old or broken ones. It’s been two years since the company debuted an AMD mainboar [...]

Match Score: 109.91

venturebeat

2025-10-07

Google's AI can now surf the web for you, click on buttons, and fill out forms with Gemini 2.5 Computer Use

Some of the largest providers of large language models (LLMs) have sought to move beyond multimodal chatbots — extending their models out into "agents" that can actually take more actions [...]

Match Score: 109.74