Research Blog
Research Blog
Longer pieces where I try to work something out properly — a problem I think is underspecified, the formalism it needs, and the part I still can’t answer.
From Memory to Learning: What Continual Learning for LLM Agents Would Actually Look Like
An agent that solves the same class of problem a thousand times should be better at it by the end. Most deployed agents aren't. I think the reason...
Why Final-Outcome Rewards Are Not Enough for AI Agents
An outcome reward tells you whether a trajectory worked. It doesn't say why. I think the interesting question is whether the process rewards we train on today measure...
More to come.