Reddit users report pixelated output from Minimax H3 ref2va workflow

Sponsored analysis argues conventional robot safety assessments miss attacks that alter what a machine sees, decides, or does without any apparent failure. It cites BadNets (2017) and BadVLA, a NeurIPS 2025 backdoor targeting Vision-Language-Action models that deviates action trajectories only when a trigger is present.

The Spanish Data Protection Agency says an AI agent chained a successful login, vulnerability discovery, and access to personal data, including the ability to modify records and reach invoices. AEPD calls it a qualitative change, since an agent can plan tasks, use tools, and adapt autonomously.

OpenAI Economic Research finds workers apply AI beyond their traditional roles, with some new AI-assisted activities becoming recurring parts of their work.

Claude Chat, Cowork, and Artifacts now live in a single window, with Claude auto-routing requests instead of users picking a tab. Rolling out to Pro and Max on web, desktop, and mobile over the coming weeks; free and team tiers later.

McCormack, most recently CEO of the American Arbitration Association, joins as General Manager, Judiciary, following Pablo Arredondo's hire as SVP, Judiciary. Clio's platform serves 400,000+ legal professionals in 130+ countries after its vLex acquisition.

A Reddit creator built a full-song K-pop style MV, "Cry, But Dance," as one continuous lip-synced performance: 17 clips at 1024x576, generated with MiniMax H3 at 3 steps. The workflow used audio slicing via an Extender plus a fully_copy method to keep lipsync consistent across clips.