Meta’s AI Tool Generates Audience-Specific Copies for Marketers

Our thesis on community as the center of a safe, productive, and open future for AI also offers some exciting prospects for our business. Stack Overflow for Teams, our enterprise, private version of Stack Overflow, helps to power a community-driven knowledge base inside of 15K+ organizations like Box, Microsoft, and Liberty Mutual. Decades of institutional knowledge, shaped and curated metadialog.com by subject matter experts and experienced teams, allows the employees at these organizations to more easily collaborate, improving productivity and trust. Each sees in today’s AI the potential for the loss of certain jobs, yes, but also, if history is a guide, a future in which a great variety of more highly skilled work becomes available to an even larger group of people.

The game theory literature figures prominently in how Cicero chooses its strategy. This was already well developed in Meta AI’s earlier  work on a simplified version of Diplomacy that was non-linguistic. But game theory is a theory of actions; it is not at all a theory of language. In the new work, the Cicero team had to combine game-theoretic strategizing with natural language technology that has been developed for purely linguistic tasks, such translation or question answering. Putting all this together into a coordinated whole was extremely challenging. We are frankly impressed that the Meta AI team pulled it off.

deep learning

I am convinced that the training of AI is currently not robust enough to meet the needs of our communities. An error made with the endorsement of AI has the potential to spread virally and be incorporated into various systems used around the world. This isn’t a new phenomenon – humans have been getting bored with the latest and greatest for a very long time, just ask NASA how quickly the general public lost interest in the moon-landings.

These platforms will not only offer the necessary guidance to refine AI algorithms and models, but also serve as a space for healthy debate and exchange of ideas, fostering the spirit of innovation and pushing the boundaries of what AI can accomplish. Many ChatGPT answers are not easy to verify, but that doesn’t mean that all of them are like that. If I make a simple mistake such as forgetting a return statement, ChatGPT can see that and point it out to me. I see the potential for a system where an LLM can respond to particularly simple questions before they are even posted, reducing the flood of low-quality questions. These platforms will not only offer the necessary guidance to refine AI algorithms and models but also serve as a space for healthy debate and exchange of ideas, fostering the spirit of innovation and pushing the boundaries of what AI can accomplish. But, how exactly will you “ground … responses in the knowledge base of 50 million asked and answered questions”?

CodeT5+: Open Code Large Language Models

They can also easily solve simple issues and provide tailored guidance for question askers. The language models are using our community-written content (whether the way they use it is allowed under CC-BY-SA, I don’t know. I’m not a lawyer). As someone that has personally put in a large amount of effort and time into dealing with AI-generated answers on SE, I’m extremely disappointed to hear that you may incorporate generative AI models into SO.

The example above is just one of many possible applications of GenAI to our Stack Overflow public platform and Stack Overflow for Teams, and they have energized everyone at our company. We’ll be working closely with our customers and community to find the right approach to this burgeoning new field and I’ve tasked a dedicated team to work full time on such GenAI applications. I’ll continue to share updates through channels such as my quarterly CEO blog, but I’ll be back in touch soon to announce something big on this topic.

Part 1: Image segmentation using user-defined prompt

How can somebody who understands anything about Stack Overflow think this is correct? The relevance of Stack Overflow has nothing to do with AI generated content. AI generated content is not even allowed there, and the community overwhelmingly supports that ban.

But if AI is coming to SO or the rest of the Stack Exchange sites, I really hope it’s put in a completely separate area in each network site than regular Q&A. For example, I don’t want to see AI-written answers under question posts. Also, my answers on SE are intended for humans, not for training a machine learning model with. I’ve seen the project about generating the website – I agree, it’s pretty interesting. At the same time, though, AI-generated code from chatbots has many limitations, perhaps most notably that it is often flat-out wrong, even if it sounds confident/correct. This is a large part of why SO and other SE sites have banned ChatGPT-generated answers.

data centric ai

Most users are “regular” folks interested in having one or more healthy Q&A communities. For many of these communities, Stack Overflow is the template for the Q&A model and it informs their initial and ongoing operation. It’s clear that without Stack Overflow the other sites that support these communities can’t meta ai blog exist, that is not being questioned. This entire announcement makes me question the CEO’s understanding of what his company’s platforms actually are. Don’t get me wrong; I love AI/ML; I find it highly interesting, and I do look forward to the development of it into the future, but it has no place on SE.

• Facial recognition company Clearview AI was fined for breaching British privacy laws when it failed to disclose noncompliant data practices.
• If they want an actual human, often expert, to answer their questions, they will log into Stack Overflow.
• If that’s the choice, I expect such a change of direction to alienate and drive away many of the longtime good-faith contributors, myself included.
• As the AI landscape continues to evolve, the need for communities that
  can nurture, inform, and challenge these technologies becomes
  paramount.
• For example, historically, community members have manually provided feedback to newer community members asking questions on the site.
• AI systems are, at their core, built upon the vast wealth of human knowledge and experiences.

Helper functions to plot masks, point and boxes on the image.

Simplest way to deploy your ML model on the web.

There remains a need for both of those things, and we will support those SE sites that choose to continue to ban answers that are created by generative AI programs like ChatGPT. For example, historically, community members have manually provided feedback to newer community members asking questions on the site. Outside the ‘data cannot leave the country’, the very idea of feeding our data to an external source would freak my former boss out. There’s a news article of information leaking as well at Samsung, including confidential source code. It’s worth reflecting on an important property of technological
progress. The Jevons
Paradox shows us that,
as innovation allows us to do more, we settle on a new normal, moving
the goal posts for what we expect of people and organizations, then
competing to see who can find new ways to pull ahead of the pack.