Make any LLM find vulnerabilties & bugs
Works on 120b, 20b and even 8b models
About Make any LLM find vulnerabilties & bugs
Make any LLM find vulnerabilities and bugs with unprecedented accuracy. This innovative tool leverages RedMirror Reflection to enhance even small language models, transforming them from unreliable bug finders into precise diagnostic tools. By guiding models to identify hidden issues and exhaustively exploring reachable states, it uncovers the exact attack path or confirms safety, all without token costs. Its ability to match larger models’ performance at a fraction of the resource expense—achieving 96% recall on the OpenSSF benchmark with a 20B model—is a game-changer for developers and security researchers. The intuitive interface and cost-effective pricing make it accessible for teams aiming to improve AI safety, robustness, and security. Whether you're testing model vulnerabilities or auditing AI systems, this tool offers a powerful, scalable solution that bridges the gap between small models’ limitations and the need for reliable bug detection.
Screenshots





Pros
- ✓High accuracy in bug detection across various model sizes
- ✓Cost-efficient, with zero token search costs
- ✓Guides models to reveal hidden vulnerabilities effectively
- ✓Supports multiple model sizes (8B, 20B, 120B)
- ✓Easy to integrate with a simple command-line interface
Cons
- ✗Relatively new with limited user feedback and reviews
- ✗May require technical expertise to optimize usage
- ✗Pricing details are brief; long-term costs unclear
Use Cases
Pricing
Likely a subscription-based model starting with a free trial or initial free month, followed by a $10/seat monthly fee. The pricing emphasizes accessibility for teams and individual researchers, with no token costs for the search process.
Quick Info
Topics
Makers
Lokhesh Ujhoodha
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