Rauno Arike

davidad has said, referring to the selection of books on the Library of EA: > I want to put in a strong bid to replace Parfit’s On What Matters Volume One with Parfit’s On What Matters Volume Three. Between volumes Two and Three, Parfit had many fruitful discourses with leading...

A few days ago, Goodfire announced a private beta of Silico, their LLM training platform. As part of the announcement, they made a post describing Silico's reproduction of RLFR, a method developed by Goodfire that uses probes as reward signals for RL. Unsurprisingly, people on Twitter were quick to claim...

This is the fifth post in the sequence Implications of Continual Learning for LLM Agents. Summary While writing our continual learning sequence, we sent a survey to a number of AI safety researchers with questions about continual learning. This post summarizes the results of that survey. We asked whether respondents...

This is the fourth post in the sequence Implications of Continual Learning for LLM Agents. Summary Continual learning is a capability that largely doesn’t exist yet in LLMs. We first want to acknowledge that this may make it difficult to identify tractable angles of attack for making CL safer: it...

This is the third post in our sequence Implications of Continual Learning for LLM Agents. Summary We argue that continual learning (CL) has two major potential safety implications: it may enable changes to LLM goals and values after deployment, and it eliminates the last-mover advantage held by current safety interventions....

This is the second post in the sequence Implications of Continual Learning for LLM Agents. Summary We say that an agent is a continual learner if it undergoes persistent updates during deployment. That’s more-or-less a binary criterion, but there are several other components to being good at continual learning that...

Many people think that continual learning (CL) is a key missing capability of LLM systems, and we think its development could have huge implications for the capabilities and safety of AI agents. Despite this, several important questions about CL remain underexplored: * What counts as continual learning? Through what pathways...