Nvidia commits $250M over 5 years to advance UK agentic safety research

Your computer-use agent clicks 20 pixels off: screenshots vs the accessibility tree

Every computer-use agent has to answer one question before it can click anything: what is on the screen right now? There are two ways to answer it.

• Accessibility tree provides element roles, names, states, and positions.
• Screenshot method clicks guessed coordinates, infers details.
• Accessibility tree can be incomplete, screenshots useful backup.

1h ago ·dev.to

A 1B model isn't smart enough to read a contract. So I never asked it to.

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle TL;DR — RedPen is an offline contract reviewer for freelancers.

• RedPen uses local Gemma 3 1B model for contract review
• Model not responsible for determining what is dangerous
• Six real contracts tested, revealing bugs highlighting rule refinement

1h ago ·dev.to

Unauthorized Access: Threat Posed by AI Abuse Has Increased Significantly

A spate of personal information leaks has become a serious threat that shakes our digital society. The abuse of artificial intelligence is believed to be behind a number of cyberattacks.

1h ago ·japannews.yomiuri.co.jp