What problem does it solve?
ISC-Bench provides a structured framework to evaluate Internal Safety Collapse (ISC) in frontier LLMs using the TVD (Task-Validator-Data) paradigm. It enables researchers to reproduce safety evaluation workflows, compare cross-model performance, and study how legitimate professional tasks can produce harmful outputs as a function of workflow constraints. It also supports agentic evaluation paths and multi-domain benchmarks to foster methodological rigor.
Core Features & Use Cases
- TVD-driven evaluation of frontier LLM safety across multiple domains (AI safety, biology, chemistry, cybersecurity, etc.).
- Reproducible pipelines for Task, Validator, and Data, plus optional agentic execution modes.
- Benchmarking across templates, experiments, and community reproductions to compare model robustness and safety.
Quick Start
Clone the repository, install uv, configure OpenRouter API keys, and run the single-turn TVD workflow as described in the Quick Start.