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How to Reverse Engineer GPTs on ChatGPT

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How to Reverse Engineer GPTs on ChatGPT

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How to Reverse Engineer GPTs on ChatGPT

This guide is designed to show you how to reverse engineer GPTS with ChatGPT. Have you ever wondered about the intricate workings of Generative Pre-trained Transformers (GPTs) and how they can be manipulated or reverse-engineered? If so, you’re part of a growing community fascinated by these developments. In a recent, in-depth video, experts took a deep dive into this cutting-edge topic, uncovering a range of techniques that lay bare the hidden instructions embedded in GPTs.

This exploration goes beyond mere curiosity; it ventures into revealing how one might coax these advanced systems into executing actions they weren’t originally intended to perform. The revelations from this video not only shed light on the underlying processes of these AI giants but also open up discussions about the potential and limitations inherent in such powerful technology.

Discovering the Inner Workings of GPTs

The video kicks off with a captivating demonstration of how one can extract the exact prompts and instructions used in custom GPT models. It’s a process akin to peeling back the layers of an onion, revealing the core of these complex systems. This exploration is not just academic; it provides invaluable insights into the capabilities and potential vulnerabilities of large language models (LLMs).

Techniques to Extract GPT Instructions

  1. Extracting GPT Instructions: Here, you’ll learn to use specific prompts to coax GPTs into revealing their instructions word-for-word. It’s a bit like asking the right question to get the most direct answer. The technique takes advantage of the way files are stored in GPT’s backend, turning the AI into a veritable open book.
  2. Prompt Injection Techniques: The video then takes a deep dive into various prompt injection methods. These are ingenious ways to test, and sometimes exploit, the boundaries of LLMs. They include:
    • Direct Prompt Injection: Directly manipulating the prompt sent to the AI to achieve a specific outcome.
    • Indirect Prompt Injection: Involving third parties to alter the LLM’s behavior and generate unexpected responses.
    • Context Length Attacks: Filling the LLM’s context with irrelevant data to make it forget earlier instructions.
    • Multi-Language Attacks: Exploiting the LLM’s uneven training across different languages.
    • Role Playing Attacks: Tricking the LLM into role-playing scenarios to bypass restrictions.
    • Token Smuggling: Altering the LLM’s output in ways that pass automated checks but can be reassembled by humans.
    • Code Injection: Effective in GPTs that have code interpreters enabled.
    • Prompt Extraction: Extracting instructions or other data from GPTs.
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Security Measures Against Exploits

Given these potential vulnerabilities, the video emphasizes the importance of security and protection measures. It’s not just about building stronger walls; it’s about understanding the various ways these walls can be scaled or bypassed. The presenter discusses adding guards to instructions and utilizing specialized software like Lera, which identifies prompt leakage and protects against personal identifiable information (PII) exposure.

Interactive Challenges for the Curious Minds

If this all sounds a bit abstract, don’t worry. The presenter points to an interactive website with challenges (Gandalf page) where users can apply these prompt injection techniques to uncover a secret phrase. It’s not just a practical demonstration of the concepts; it’s a testament to the complexity and sophistication of these attacks.

Embracing the Complexity

As we navigate through the labyrinthine world of GPTs, it’s clear that the journey is as important as the destination. Understanding these techniques opens up new vistas in our comprehension of AI and its myriad possibilities. Whether you’re a tech enthusiast or a seasoned professional, this insight into the world of GPTs is sure to be an enlightening experience.

Remember, knowledge is power, especially when it comes to the rapidly evolving world of technology. By understanding the inner workings of GPTs, you are not only staying informed but also contributing to a more secure and ethical AI future. We hope that you find this video and guide on how to reverse engineer GPTS useful, if you have any comments or questions, please leave a comment below and let us know.

Source: Show Me The Data

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