System Prompt Leaks: Comprehensive Repository Reveals Internal Instructions for GPT-5.4, Claude 4.6, and Gemini 3.1
A significant repository hosted on GitHub by user asgeirtj has surfaced, documenting the leaked system prompts for the industry's most advanced AI models. The collection includes internal instructions for OpenAI's GPT-5.4 and GPT-5.3, Anthropic's Claude Opus 4.6 and Sonnet 4.6, and Google's Gemini 3.1 Pro and 3 Flash. Additionally, the leak covers system prompts for Grok 4.2 and Perplexity. These system prompts serve as the foundational behavioral guidelines for Large Language Models (LLMs), dictating how they interact with users and maintain safety protocols. The repository is reportedly updated on a regular basis, providing a rare look into the backend configurations of next-generation AI systems.
Key Takeaways
- Extensive Model Coverage: The leak includes system prompts for high-profile models including GPT-5.4, Claude 4.6, Gemini 3.1, and Grok 4.2.
- Centralized Repository: The data is hosted and regularly updated on GitHub under the project 'system_prompts_leaks'.
- Diverse AI Ecosystem: The collection spans multiple developers, including OpenAI, Anthropic, Google, xAI, and Perplexity.
- Technical Insight: These prompts reveal the underlying instructions and constraints placed on AI agents and coding tools like Claude Code and Gemini CLI.
In-Depth Analysis
Unveiling the Architecture of AI Behavior
The 'system_prompts_leaks' repository provides a detailed look at the internal directives that govern the behavior of leading AI models. By extracting prompts from versions such as GPT-5.4 and Claude Opus 4.6, the repository highlights the specific personas and operational boundaries set by AI developers. These system prompts are critical because they define the model's identity, its tone of voice, and the safety guardrails it must follow before a user even enters a query.
Comparative Directives Across Platforms
The inclusion of prompts from Gemini 3.1 Pro, Grok 4.2, and Perplexity allows for a comparative study of how different organizations approach AI alignment. For instance, the repository contains specific prompts for specialized tools like 'Claude Code' and 'Gemini CLI,' suggesting that system instructions are becoming increasingly modular and task-specific. The ongoing updates to this repository indicate a persistent effort to track how these instructions evolve as models are patched or upgraded.
Industry Impact
The disclosure of system prompts for flagship models like GPT-5.4 and Claude 4.6 has significant implications for the AI industry. For researchers, it provides transparency into the 'black box' of AI alignment and safety engineering. However, for developers, such leaks represent a potential security challenge, as understanding the system prompt is often the first step in developing 'jailbreak' techniques to bypass model restrictions. This repository underscores the ongoing tension between open-source transparency and the proprietary safety measures of major AI labs.
Frequently Asked Questions
Question: Which specific AI models are included in the leak?
The repository contains system prompts for OpenAI (GPT-5.4, GPT-5.3, Codex), Anthropic (Claude Opus 4.6, Sonnet 4.6, Claude Code), Google (Gemini 3.1 Pro, 3 Flash, CLI), xAI (Grok 4.2, 4), and Perplexity.
Question: What is the purpose of a system prompt?
A system prompt is a set of foundational instructions that tells an AI model how to behave, what rules to follow, and what its specific role or persona should be during a conversation.
Question: Where can this information be found?
The information is maintained in a GitHub repository titled 'system_prompts_leaks' by the author asgeirtj.
