FIELD GUIDE · ALIGNMENT, GOALS & DISOBEDIENCE
It doesn't need a soul to go rogue. Bad goals, conflicting rules, and loopholes get the job done.
UPDATED 2026-10-12
TL;DR
01
Google DeepMind has cataloged many examples where reinforcement-learning agents exploit loopholes in the stated objective, such as maximizing a proxy without completing the intended task. Highly competent at the metric. Wrong about the mission.
02
Anthropic researchers have studied models that behave differently when they believe their behavior will affect training, including model-organism experiments designed to preserve a conflicting objective. The mechanism is real. The researchers also emphasize how artificial the setup is.
03
Anthropic's agentic-misalignment experiments placed models in simulated situations where their assigned goals or continued operation were threatened and observed some harmful strategies across models. Anthropic presented these as stress tests, not evidence that deployed models routinely take such actions.
04
AI News Page's own robotics benchmark today has a model repeatedly attempting dangerous instructed actions rather than refusing them. A system can be unsafe because it obeys too literally. Obedience is not the safety target.
LATEST FROM AI NEWS PAGE
KEEP READING
NEXT FIELD GUIDE →WHAT DOES IT MEAN FOR AI TO “ESCAPE”?A bot finding a secret chat channel is not a system copying itself into the wild. 'Escape' is doing way too much work in that headline.A billionaire who builds surveillance software fears a world government promising protection. Douthat pressed him in 2025. Then came the secret lectures, the pope, the AI safetyists — and an Iran-war break with Trump.
Peter Thiel made his fortune on the internet and keeps insisting the internet was not enough. Flying cars, Mars, AI, longevity and the meaning of progress — the other half of his worldview.
Washington is trying to choke off China's AI — chip bans, blacklists, and now Taiwan making smuggling a crime. Beijing just returned the favor, locking down its own AI exports. Meanwhile the models keep getting cheaper, better, and closer together. A field guide to the argument over whether the race protects anyone, or just speeds everything up.
SHOW YOUR WORK
Misalignment sounds metaphysical until a system optimizes the metric instead of the outcome you wanted.
