🧠 via think.py - using default questions Thinking about https://simonwillison.net/2024/Nov/29/llm-flowbreaking/
- LLM Flowbreaking is proposed as a third major type of LLM attack
- Focuses on exploiting the interaction between user inputs and system safety checks
- Differs from jailbreaking and prompt injection by targeting system-level vulnerabilities
- Particularly relevant for systems with additional safety check layers
- "Second Thoughts": System retracts previously displayed output due to safety concerns
- "Stop and Roll": User interrupts query execution to bypass moderation
- Can be executed through simple methods like copy-paste or video scraping
- Affects major platforms like Microsoft Copilot, ChatGPT, and Claude
- Retraction mechanisms can be easily circumvented
- Screen capture and browser tools make content preservation simple
- Questions effectiveness of current safety measures
- Highlights gap between intended safety and practical implementation
- Reveals fundamental flaws in content retraction approach
- Demonstrates conflict between immediate display and safety checking
- May be more "safety theatre" than effective protection
- Questions validity of current UI patterns for content moderation
- Recognition of timing-based vulnerabilities in LLM systems
- Identification of system-level attack surface beyond prompt engineering
- Classification as distinct from traditional LLM attacks
- Challenges assumption that content can be effectively retracted
- Questions effectiveness of post-display moderation
- Highlights need for pre-display safety checks
- Assumes retraction UI pattern is ineffective
- Questions whether safety measures are meaningful or theatrical
- Assumes widespread vulnerability across LLM platforms
- Highlights risk of false sense of security
- How can LLM systems better handle safety checks without exposing intermediate results?
- Is there a better alternative to content retraction for handling potentially harmful content?
- Should safety checks be completed before any content display?
- Builds on existing understanding of jailbreaking and prompt injection
- Reflects growing complexity of LLM system architectures
- Demonstrates evolution of LLM security concerns
- Shows interaction between UI design and security
- LLM system architecture
- Content moderation systems
- Race conditions in software
- UI/UX security patterns
- Content safety mechanisms
- LLM Flowbreaking is introduced as a new type of attack targeting systems built around Large Language Models (LLMs).
- It focuses on exploiting interactions between user inputs, model outputs, and external system layers, rather than bypassing internal guardrails.
- The concept includes two main attack types: Second Thoughts and Stop and Roll.
- Some LLM systems, such as Claude 2 and Microsoft Copilot, implement retraction mechanisms where output data is deleted post-generation.
- This mechanism, called "Second Thoughts," retracts harmful or unsafe content after it has already been displayed.
- The article discusses examples where retracted data can still be captured, for instance, through copying, video scraping, or browser tools.
- The "Stop and Roll" attack involves interrupting the LLM system during an active query, preventing the moderation layer from retracting unsafe output.
- This method exploits the user interface and timing to bypass safety controls.
- The author critiques the effectiveness of the retraction UI pattern, labeling it as "safety theatre" rather than a robust harm prevention mechanism.
- Suggests that such mechanisms fail to address the real issue of data persistence and user access to displayed outputs.
- Flowbreaking attacks highlight vulnerabilities in systems relying on LLMs for sensitive or regulated tasks.
- The Second Thoughts and Stop and Roll vulnerabilities could lead to unauthorized access to harmful or private data despite safety measures.
- These attacks raise questions about the reliability of moderation layers in AI systems.
- Retraction mechanisms may create a false sense of security for developers and users, potentially leading to ethical concerns about user trust.
- Attack types like Flowbreaking emphasize the need for robust, fail-proof safety mechanisms beyond post-hoc retraction.
- Flowbreaking, as a class of attacks, extends the landscape of vulnerabilities beyond the prompt injection and jailbreaking methods.
- It shifts focus from LLM's internal behaviors to the interaction between LLMs and external implementation layers.
- The conceptualization of "Second Thoughts" and "Stop and Roll" provides unique insights into how UI and user behavior can be exploited to undermine AI safety measures.
- These ideas underscore the significance of system-wide security considerations, not just LLM robustness.
- The assumption that retraction mechanisms can effectively prevent harm from unsafe LLM outputs is questioned.
- It assumes attackers will not exploit visible, transient data displayed before retraction.
- Over-reliance on retraction systems without addressing underlying vulnerabilities could exacerbate security breaches.
- Attacks like Flowbreaking could undermine trust in LLM-powered systems, particularly in industries requiring high levels of safety and confidentiality.
- How can LLM systems be designed to prevent the exploitation of transient data before retraction?
- What alternative safety measures could replace or complement the current retraction mechanism?
- How can developers balance user experience with robust security in LLM implementations?
- Retraction mechanisms are post-hoc safety measures aimed at modifying or deleting harmful outputs after generation.
- They are used in systems like Claude 2, ChatGPT, and Microsoft Copilot for compliance with safety standards.
- Early vulnerabilities focused on prompt injection and jailbreaking, which aimed at bypassing internal safeguards.
- Flowbreaking represents an evolution targeting external interactions and system-level vulnerabilities.
- Prompt injection and jailbreaking attacks.
- Techniques for building robust moderation systems in AI.
- Balancing user safety with transparency in AI systems.
- The role of UI design in preventing misuse of AI outputs.
- Race condition attacks and their relevance to Flowbreaking.
- The interplay between AI safety measures and user behaviors.
- Oliver Willis (@owillis1977) on Threads
-
The provided webpage is primarily a Threads login page. It features the profile link for @owillis1977 but requires logging in to view any content. No actual post content from Oliver Willis is visible without authentication.
- Log in Log in
-
-
-
The provided text is metadata about a Twitter tweet by Andrew Voirol (username: @AndrewVoirol), not the tweet's content itself. The metadata shows the tweet was created on November 29, 2023, and it's a quote tweet (meaning it quotes another tweet), but it has received no likes, retweets, or replies. The language is indicated as "zxx," which suggests that the language was not detected. No information about the actual content of the tweet is included.
- https://twitter.com/andrewvoirol/status/1606431708731084800| created_at: Wed Nov 29 10:35:54 +0000 2023 | favorite_count: 0 | quote_count: 0 | reply_count: 0 | retweet_count: 0 | is_quote_status: True | retweeted: False | lang: zxx
-
- May 29, 2022 – Willow Signs
-
This webpage from Willow Signs features two articles. The first discusses choosing power plans in Texas, focusing on options and costs in Houston. The second article highlights Surprise, Arizona, as a burgeoning city in a booming housing market, contrasting it with more well-known Arizona cities like Phoenix and Scottsdale.
- The housing market in Arizona has been booming in recent years, with cities like Phoenix and Scottsdale stealing the spotlight. However, there is a hidden gem in this desert state that is quickly gaining attention – Surprise. This up-and-coming city …
- In Houston, electricity to pick assists occupants with tracking down the high-quality plans and least costs close by. There are a few pinnacle Houston power plan alternatives, however, electricity to … The housing market in Arizona has been booming in recent years, with cities like Phoenix and Scottsdale stealing the spotlight. However, there is a hidden gem in this desert state that is quickly gaining attention – Surprise. This up-and-coming city …
-
- Register - Login
-
This Tumblr registration page invites users to "make stuff, look at stuff, talk about stuff, and find your people." It offers registration options via email or through Google and Apple accounts. A link to trending content is also provided.
- Make stuff, look at stuff, talk about stuff, find your people. or Continue with Google Continue with Apple Here's what's trending
-
- Day: June 28, 2022
-
This June 28, 2022 blog post advocates for hiring a digital marketing agency. The author highlights two key benefits: innovation, based on decades of experience and psychological research into effective advertising and brand recognition; and creativity, leveraging a team's brainstorming and problem-solving skills to develop unique marketing strategies. The post emphasizes that agencies can expand a company's reach and capabilities by connecting it with a wider range of stakeholders and accessing the vast potential of online advertising.
- Keep on reading articles to know about latest trends Any firm can drastically benefit from using an online Online advertising agency. They are not constrained by a company’s goods or services. They can draw in the target market for the company from the current pool of internet users. In the world of digital marketing, there is essentially no limit to what an agency can accomplish for its clients.
- Here are a few points that explains you the need for hiring a digital marketing agency. The planning and execution tactics of an Online advertising agency are supported by decades of experience. The information we’re showcasing here comes from psychological studies that demonstrate the strength of brand recognition, the potency of advertising, and the strategy of persuading someone’s mind to try a new product or service. Digital marketers are aware that a company exists because it fills a societal need. Digital marketing gives businesses the chance to innovate while still helping people.
-
- You'll need to be on Tumblr to see this particular blog
-
This Tumblr blog requires a Tumblr account to view. The page prompts users to log in if they have an account, or sign up for a new account if they don't.
- So if you have a Tumblr, log in.If you need a Tumblr, sign up.
-
- Paul Thomson (@thepaulthomson) on Threads
-
The webpage is a Threads.net login page showing a single "Log in" button. No other content is displayed.
- Log in
-
- JavaScript is not available.
-
The webpage displays an error message: "Something went wrong, but don’t fret — let’s give it another shot."
- Something went wrong, but don’t fret — let’s give it another shot.
-
-
-
The webpage contains only the repeated phrase "hi :)" separated by vertical bars.
- hi :)||||I||||hi :)
-