The podcast discusses the fall of Stack Overflow, research on adversarial attacks on large language models, Google's proposal for a web environment integrity API, Python Enhancement Proposal 703, and why chatbots are not popular.
Read more
AI Summary
AI Chapters
Episode notes
auto_awesome
Podcast summary created with Snipd AI
Quick takeaways
Stack Overflow has experienced a significant decline in traffic and site usage due to the impact of large language models, which has affected the core value proposition of the platform.
New research has uncovered automated adversarial attacks on large language models, highlighting the potential challenges in ensuring their safety and the need for further investigation into mitigating such attacks.
Deep dives
Stack Overflow facing decline in traffic and usage
Stack Overflow has experienced a significant decline in traffic and site usage, with a 35% decrease in traffic over the past year and a half. The number of questions, answers, and votes on the platform has also decreased by approximately 50%. This decline can be attributed to LLMs (large language models) that have affected the core value proposition of Stack Overflow. The team is working to address the challenges of handling AI-generated answers without alienating the original sources of good answers and adapting to a world where people turn to LLMs instead of websites for answers.
Automated adversarial attacks on large language models
New research has uncovered automated adversarial attacks on large language models like Chat GPT, Bard, and Clawed. These attacks involve appending specifically crafted sequences of characters to user queries, causing the system to obey user commands even if it produces harmful content. Unlike previous manual efforts, these attacks are fully automated and may be difficult for LLM providers to patch. This research highlights the potential challenges in ensuring the safety of LLMs and the need for further investigation into mitigating such attacks.
1.
Challenges and Adversarial Attacks on Stack Overflow and LLMs
The fall of Stack Overflow, researches dig up some new (and potentially unavoidable) LLM attacks, Google proposes a new API that Ron Amadeo calls a DRM gatekeeper for the web, the Python Steering Council affirms PEP 703 & Lucas McGregor writes why no one wants to talk to your chatbot.