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Who Analyses the Analyser? Self-Validating LLM Hazard Analysis with Constitutional Meta-STPA

arXiv cs.LG ↗ · 2026-07-10 Cached

This paper presents Constitutional Meta-STPA, a self-validating LLM-assisted hazard analysis tool that applies STPA to itself to derive governance principles. It demonstrates that a frontier model ensemble recovers most principles and improves safety scores on adversarial probes.

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#hazard-analysis

A hazard analysis framework for code synthesis large language models

OpenAI Blog ↗ · 2022-07-25 Cached

OpenAI presents a hazard analysis framework for evaluating safety risks associated with code synthesis LLMs like Codex, examining technical, social, political, and economic impacts through a novel evaluation methodology for code generation capabilities.

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