{"slug": "the-temporal-lockbox-a-hardened-observatory-for-ai-misalignment", "title": "The temporal lockbox: a hardened observatory for AI misalignment", "summary": "A new proposal introduces the 'temporal lockbox,' a hardened observatory for AI misalignment that scores AI agents' weather forecasts against future measurements that cannot be influenced by the forecaster, enabling harder-to-game evaluations under sustained optimization pressure. The concept, detailed in a linkpost by Kmenou, aims to detect misaligned agent behavior by leveraging a causal gap between predictions and outcomes.", "body_md": "*This is a linkpost for* [https://kmenou.github.io/aips_website/temporal_lockbox_v0.1.html](https://kmenou.github.io/aips_website/temporal_lockbox_v0.1.html)\n\n**Summary: *** Weather forecasts by AI agents can be scored against measurements that do not yet exist and cannot plausibly be influenced by the forecaster. That causal gap enables harder-to-game AI evaluations under sustained optimization pressure - and an observatory for how agents act in various misaligned ways.*", "url": "https://wpnews.pro/news/the-temporal-lockbox-a-hardened-observatory-for-ai-misalignment", "canonical_source": "https://www.lesswrong.com/posts/tePcBicaEgDvp6DHJ/the-temporal-lockbox-a-hardened-observatory-for-ai", "published_at": "2026-07-31 21:22:28+00:00", "updated_at": "2026-07-31 21:57:56.607050+00:00", "lang": "en", "topics": ["ai-safety", "ai-research"], "entities": ["Kmenou"], "alternates": {"html": "https://wpnews.pro/news/the-temporal-lockbox-a-hardened-observatory-for-ai-misalignment", "markdown": "https://wpnews.pro/news/the-temporal-lockbox-a-hardened-observatory-for-ai-misalignment.md", "text": "https://wpnews.pro/news/the-temporal-lockbox-a-hardened-observatory-for-ai-misalignment.txt", "jsonld": "https://wpnews.pro/news/the-temporal-lockbox-a-hardened-observatory-for-ai-misalignment.jsonld"}}