You must learn the basics of implementing and deploying a basic web app. There is some (fun) discovery to do there if you’re unfamiliar. You’ll need to learn about webhooks (here’s a primer). So, you want to build a Twitter chatbot? Awesome! Now before you jump in, just know that there is a fair amount of effort needed to build the chatbot and you’ll need to be familiar with (or learn!) the following: Part 4 - Generating a leaderboard graphic Go here to learn more about our adventures to build the cornerstone of our user experience, the leaderboard graphic.Īlso, you can take a tour of the chatbot's code at: Part 3 - Keeping score Go here to see code examples related to how the chatbot app stored and processed leaderboard data. Part 2 - Designing the chatbot experience Go here to learn more about the leaderboard chatbot's features and how they were implemented with Twitter endpoints. Part 1 - Getting started Go here to learn more about deploying a web app, registering it with Twitter, and establishing connectivity between Twitter and your web app. To cover this span of material we split this content into four parts: ![]() Developing code to generate a real-time leaderboard.Developing code to manage and store incoming scores, and compiling leaderboard data.Implementing a chatbot that listens for private Direct Messages and sends both Direct Messages and Tweets.Deploying a server to host the chatbot app.Establishing access to the Twitter Account Activity, Direct Message, and Post Tweet endpoints.Creating or identifying an existing Twitter account to host the chatbot.As we set out to develop the proof-of-concept, these efforts and topics were involved: When building a chatbot there are many 'moving pieces', required 'wiring', and deployment challenges. There is a lot of technical terrain to cover here. The server-side backend app is where you get to implement your ideas and, in some cases, build connections between Twitter and other platforms. When developing a chatbot, building out the web app and its underlying infrastructure will take the majority of your time. The heart of all chatbots is the app behind the scenes that is receiving webhook events from Twitter and marshaling responses to users. In the case of this leaderboard "manager" app, the key thing the Account Activity endpoint offered was the ability to listen for Direct Messages with incoming golf scores. These events include when that account Tweets, gets Retweeted, receives a 'Like' to a tweet, and when it receives a Direct Message. Like all Twitter chatbots, this prototype is driven by the Account Activity endpoint, a webhook-based API that delivers a variety of events associated with a Twitter account that has granted access. You'll receive the leaderboard graphic in response. Still, prompt injection is a significant new hazard to keep in mind for people developing GPT-3 bots since it might be exploited in unforeseen ways in the future.If you want to try out the leaderboard chatbot, just send the word leaderboard via Direct Message to the account. ![]() They might embarrass your company by sharing a screenshot, but it's not likely to cause harm beyond that." "If the only person who will see the output of the tool is the person using it, then it likely doesn't matter. " How damaging the exploit is varies," Willison said. " At this point I would be very surprised if there were any bots that were NOT vulnerable to this in some way," Willison said.īut unlike an SQL injection, a prompt injection might mostly make the bot (or the company behind it) look foolish rather than threaten data security. That means there could be lots of GPT-3-infused products out there that might be vulnerable to prompt injection. It is available as a commercial product through an API that can be integrated into third-party products like bots, subject to OpenAI's approval. GPT-3 is a large language model created by OpenAI, released in 2020, that can compose text in many styles at a level similar to a human. Prompt injection isn’t an error! There’s no formal syntax for AI like this, that’s the whole point." "C orrect the syntax and you’ve corrected the error. The difficulty in defending against prompt injection comes from the fact that mitigations for other types of injection attacks come from fixing syntax errors, noted a researcher named Glyph on Twitter. ![]() Further Reading How security flaws work: SQL injection
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