Kartikay Luthra

Across these preliminary experiments, decoded J-space did not seem particularly informative about reward-hacking behaviour. The readouts remained substantially similar across checkpoints and monitoring conditions despite meaningful behavioural differences, and providing J-space to an LLM auditor produced little additional discrimination beyond the information already available from the task or transcript. These...

This is a hypothesis and not an established result. To the most philosophical and technical, discovering mathematical laws for understanding and influencing the world seems like a plausible trajectory which can be used for better AI alignment, as encoding this mathematically can help in AI models better understanding human foundations,...