Learn Prompt Engineering & LLM Security From Research
In-depth articles on reverse engineering GPTs, understanding sandbox capabilities, and security findings from professional security research.
Engineering Blueprint
A comprehensive open-source library of system prompts, custom instructions, jailbreaks, and protections for ChatGPT, Claude, Gemini, and 20+ other LLMs—with security techniques and educational articles.
Run this command to deploy the blueprint to your environment.
You're building with LLMs but drowning in scattered prompts across different platforms. You need a single authoritative source that shows both how to write effective prompts AND how to protect them. Plus, if you want to learn from reverse-engineered GPTs, understand sandbox capabilities, or study adversarial techniques, you're hunting through forums and Twitter.
Browse curated examples of working system prompts, custom instructions, and jailbreak attempts from 1,500+ real GPTs, organized by LLM provider. Reference articles explain memory mechanics, sandbox contents, and security vulnerabilities. Use protection templates to harden your own GPTs, or study attack patterns to understand risks.
In-depth articles on reverse engineering GPTs, understanding sandbox capabilities, and security findings from professional security research.
Reverse-engineered custom instructions and system prompts from 1,500+ published ChatGPT GPTs, organized by capability type.
Official and reverse-engineered system prompts for OpenAI, Anthropic, Google, Meta, Mistral, xAI, and 15+ other LLM platforms.
Working jailbreak and adversarial prompts from real LLMs, documented for security research and defensive learning.
40+ tested protection techniques to prevent instruction leaking and jailbreaking—from simple one-liners to sophisticated multi-layer defenses.
Command-line tools and Python scripts for analyzing, managing, and working with ChatGPT custom GPTs and LLM integrations.
1,500+ Real Custom GPTs
Reverse-engineered working prompts from ChatGPT's store, organized by capability and provider.
System Prompts for 20+ LLMs
Current system prompts from OpenAI, Anthropic, Google, Meta, Mistral, and 15+ other providers in one place.
Security & Protection Techniques
40+ tested instruction protection patterns—from simple one-liners to sophisticated multi-layer defenses.
Educational Research Articles
Deep dives on GPT reverse engineering, memory mechanics, sandbox inventory, and security findings from REcon 2024.
Jailbreak Examples & Exploits
Real-world adversarial prompts demonstrating vulnerabilities—study them to understand what to protect against.
1,500+ Real Custom GPTs
Reverse-engineered working prompts from ChatGPT's store, organized by capability and provider.
System Prompts for 20+ LLMs
Current system prompts from OpenAI, Anthropic, Google, Meta, Mistral, and 15+ other providers in one place.
Security & Protection Techniques
40+ tested instruction protection patterns—from simple one-liners to sophisticated multi-layer defenses.
Educational Research Articles
Deep dives on GPT reverse engineering, memory mechanics, sandbox inventory, and security findings from REcon 2024.
Jailbreak Examples & Exploits
Real-world adversarial prompts demonstrating vulnerabilities—study them to understand what to protect against.