What changed in AI today

• A White Circle preprint reportedly bypassed safety filters on DALL·E 3, Nano Banana 2 and GPT-Image-2 about 13 percent of the time.
• The attack needed only free, off-the-shelf tools and API calls, according to the researchers, with no custom or frontier model.
• White Circle says newer ChatGPT Images 2.5 and Nano Banana 2.1 are significantly more breakable than their predecessors. Neither company responded.
• Findings go to NeurIPS 2026 in November, and the attack pipeline is slated for release on GitHub.

Why it matters for marketers: Teams relying on vendor image-generator safety claims should verify guardrails themselves, since independent testing suggests newer models may block explicit outputs less reliably.

• Available now via the API in AI Studio and Gemini platform, plus Google AI Ultra and Pro subscriber access in the Gemini app.
• Introductory pricing is $2 per million input tokens and $10 per million output tokens, with cached input 95% off.
• Google says Argon ranks #1 on the Vals Index, which measures performance across finance, coding, legal and tax work.
• Google reports Argon helped its own teams raise agentic code submissions by more than 35% in Antigravity.

Why it matters for marketers: Content and marketing teams using Gemini tools get a model Google positions for multi-step professional work, at a stated introductory price, though the Vals ranking is Google's own report.