• Superpower Daily
  • Posts
  • Data Poisoning: Artists' Counterstrike Against AI Image Generators!

Data Poisoning: Artists' Counterstrike Against AI Image Generators!

OpenAI buffs the safety team and gives board veto power on risky AI

In today’s email:

  • 👮🏼‍♀️ Jailed politician deploys AI clone to campaign from behind bars

  • 👀 Visualizing Transformer Language Models

  • 🚗 A car dealership added an AI chatbot to its site. Then all hell broke loose.

  • 🧰 10 new AI-powered tools and resources. Make sure to check the online version for the full list of tools.

main-sponsor
Top News

OpenAI is strengthening its internal safety measures to address the potential dangers of AI. A new safety advisory group will oversee the technical teams and make recommendations to the leadership, with the board now having veto power. This update follows recent leadership changes and growing discussions about AI risks.

OpenAI's updated "Preparedness Framework" aims to identify and manage the catastrophic risks of AI models, defined as risks causing massive economic damage or severe harm to many people, including existential threats. The framework involves different teams for in-production models (safety systems team) and frontier models in development (preparedness team). There's also a superalignment team focusing on theoretical guidelines for superintelligent models.

Models are evaluated on four risk categories: cybersecurity, persuasion (like disinformation), model autonomy, and CBRN (chemical, biological, radiological, nuclear threats). Mitigations are in place for high-risk models, like not describing how to make dangerous substances. If a model still poses a high risk after mitigations, it won't be deployed; if it poses a critical risk, it won't be developed further.

OpenAI's approach includes a cross-functional Safety Advisory Group to review and make recommendations, aiming to uncover potential unknown risks. Decisions to deploy models will be made by the leadership, but the board can reverse these decisions.

The new structure aims to prevent high-risk products or processes from being approved without the board's knowledge, following recent internal upheavals. However, questions remain about the board's willingness to challenge decisions and OpenAI's transparency in handling critical risks.

Trusted by leading startups and Fortune 500 companies.

Building an AI product is hard. Engineers who understand AI are expensive and hard to find. And there's no way of telling who's legit and who's not.

That's why companies around the world trust AE Studio. We help you craft and implement the optimal AI solution for your business with our team of world-class AI experts from Harvard, Princeton, and Stanford.

Our development, design, and data science teams work closely with founders and executives to create custom software and AI solutions that get the job done for a fraction of the cost.

p.s. Wondering how OpenAI DevDay impacts your business? Let’s talk!

Former Pakistani Prime Minister Imran Khan, currently imprisoned and facing charges of leaking classified documents, used artificial intelligence to deliver a speech at a virtual rally organized by his party, Pakistan Tehreek-e-Insaf (PTI). The rally, aimed at overcoming state censorship and reaching supporters, was broadcast on social media platforms including Facebook, X, and YouTube. Khan's speech was created using an AI voice clone developed by ElevenLabs, based on a script he provided through his lawyers.

This innovative approach allowed Khan to address his supporters despite being in jail. The speech, which blended AI-generated audio with historical footage of Khan, was part of a five-hour livestream that included talks by PTI supporters. The broadcast, viewed by over 4.5 million people, faced internet disruptions attributed to censorship efforts against Khan.

The speech received mixed reactions, with some appreciating the use of technology, while others found it less convincing than a live speech. Khan's PTI, known for its social media savvy, continues to engage its predominantly young audience through these platforms.

This event raises questions about the potential uses and implications of AI in political communication, especially in contexts of state suppression and censorship. Khan remains a key figure in PTI, despite being replaced as its leader while in prison. Pakistan is set to hold general elections on February 8th, with Khan's participation and influence still significant.

Data poisoning is a tactic used to disrupt the performance of text-to-image generators like Midjourney or DALL-E. These generators are trained on large datasets containing millions of images. While some, like those from Adobe or Getty, use images they own or license, others scrape online images indiscriminately, leading to copyright infringement issues.

"Nightshade" is a tool created to combat unauthorised image scraping. It subtly alters an image's pixels in a way that is imperceptible to humans but confuses AI models. When these altered images are used in training data, the AI's ability to accurately classify and generate images is compromised, leading to unpredictable results, such as generating an egg instead of a balloon, or introducing odd features like six-legged dogs.

The concept of data poisoning is broader than just image generation. It relates to adversarial approaches in AI, like using makeup and costumes to avoid facial recognition systems. These tactics are part of a larger conversation about technological governance and the moral rights of artists and users. While technology vendors might view data poisoning as a problem to be solved, it can also be seen as a creative response to privacy and copyright concerns. Solutions proposed include better scrutiny of data sources, ensemble modeling to detect outliers, and using test datasets to audit model accuracy.

Other stuff

Image Gallery is now in Superpower ChatGPT. 🎉

Search, see prompt, and download all images in one place.

Superpower ChatGPT Extension on Chrome

 

Superpower ChatGPT Extension on Firefox

 

Tools & LinkS
Editor's Pick ✨

Wonderchat 💬 - Build a Custom ChatGPT for your website in 5 minutes

DALL-E 3 & GPT-4 Vision Image Recursor

CapGo.AI - Fastest market research in Spreadsheet

OpenCord - Team of Creative Agents Generating Value on Social Media for You

CopyNinja - Shopify app that creates SEO-optimized product descriptions

PONS.ai - Send your friends/clients a next-gen AI Xmas card

Mental - The first mental health app for men

EarnBetter - Your free AI job search assistant

Agenda Hero Magic - AI-generated calendar events

Image Pipeline - Multi-Model Stable Diffusion Pipelines

How to use Model Switcher in ChatGPT (and find Hidden Models!)

Unclassified 🌀 

  • WFH Team - Work from anywhere in the world

How did you like today’s newsletter?

Login or Subscribe to participate in polls.

Help share Superpower

⚡️ Be the Highlight of Someone's Day - Think a friend would enjoy this? Go ahead and forward it. They'll thank you for it!

Hope you enjoyed today's newsletter

Follow me on Twitter and Linkedin for more AI news and resources.

Did you know you can add Superpower Daily to your RSS feed https://rss.beehiiv.com/feeds/GcFiF2T4I5.xml

⚡️ Join over 200,000 people using the Superpower ChatGPT extension on Chrome and Firefox.

Superpower ChatGPT Extension on Chrome

 

Superpower ChatGPT Extension on Firefox