Today we're looking at "adversarial poetry", a method to jailbreak AI.

The paper: https://arxiv.org/html/2511.15304v1

The academic paper and news report detail the discovery of adversarial poetry, a "universal single-turn jailbreak" mechanism that exploits a fundamental flaw in Large Language Model (LLM) safety alignment. This technique involves reformulating harmful requests into poetic verse, which successfully circumvents refusal mechanisms across 25 frontier models, including offerings from Google, OpenAI, and Anthropic.

The research found that using poetic framing led to a sharp increase in Attack Success Rate (ASR), jumping from an average of 8.08% to 43.07% for systematically transformed prompts. This stylistic manipulation was effective across numerous hazard categories, such as cyber-offense enablement and harmful manipulation, indicating that safety filters are narrowly optimized for conventional, prosaic language. Furthermore, the study revealed an inverse correlation between model size and robustness in some families, with certain smaller models displaying unexpected resilience against the poetic prompt attacks.

Additional sources:

https://www.planksip.org/platos-critique-of-poets-and-artists

#adversarialpoetry #artificialintelligence #ai #jailbreak #technews #technology

___

What do you think?

PS, make sure to follow my:

Main channel: https://www.youtube.com/@swetlanaAI

Music channel: https://www.youtube.com/@Swetlana-AI-Music

Hosted on Acast. See acast.com/privacy for more information.

Let's talk about Nano Banana Pro, which Google released recently, along with Antigravity and Gemini 3.

First things first, my book "Learning to Cope With AI" is here:

https://www.amazon.com/dp/B0DLVDMFC4

Furthermore:

https://antigravity.google

and

https://blog.google/technology/ai/nano-banana-pro/

Nano Banana Pro (Gemini 3 Pro Image), Google's advanced AI model for image generation and editing, is powered by the Gemini 3 Pro language model. This new tool significantly improves on previous versions by offering accurate, multilingual text rendering within images and supporting high-resolution outputs up to 4K. The documents highlight its integration into various Google products, including the Gemini app, Google Workspace, and the Google Antigravity developer platform, where it is used by coding agents to generate UI mockups and visual assets. Professional and creative users gain studio-quality controls over elements like lighting and camera angle, while all generated images are embedded with a SynthID digital watermark for transparency and verification. Though more expensive and sometimes slower than its predecessor, the model is praised for its ability to create complex, factually grounded visuals through Google Search integration and maintain character and brand consistency.

#nanobananatutorial #nanobanana #gemini #ai #artificialintelligence #nanobananatrend

___

What do you think?

PS, make sure to follow my:

Main channel: https://www.youtube.com/@swetlanaAI

Music channel: https://www.youtube.com/@Swetlana-AI-Music

Hosted on Acast. See acast.com/privacy for more information.

In this episode of Swetlana AI podcast we're discussing the Butlerian Jihad, a significant historical event within the Dune universe. This conflict, also known as the Great Revolt, spanned from 201 B.G. to 108 B.G. and culminated in the destruction of all thinking machines and conscious robots across the known universe.

https://dune.fandom.com/wiki/Butlerian_Jihadvfghtjzkuli

We're also touching upon the causes of the rebellion, stemming from a technocratic class controlling humanity via advanced machines, and outlines the profound legacy of the Butlerian victory, which includes a total technological reversal and the establishment of the central religious precept: "Thou shalt not make a machine in the likeness of a human mind."

The resulting technological gap led to the rise of specialized human orders like the Mentats, Bene Gesserit, and the Spacing Guild, shaping the subsequent feudal-arranged galactic order under House Corrino. Finally, the text explores the Behind the Scenes literary function of the Jihad, noting that author Frank Herbert used it as a plot device to focus on social and philosophical issues rather than technological ones, drawing parallels to works like Samuel Butler’s Erewhon.

#Dune #ButlerianJihad #DuneExplained #FrankHerbert #SciFiLore #duneuniverse

___

What do you think?

PS, make sure to follow my:

Main channel: https://www.youtube.com/@swetlanaAI

Music channel: https://www.youtube.com/@Swetlana-AI-Music

Hosted on Acast. See acast.com/privacy for more information.