Ship the PaperEvaluation
Safe, because it looked everything up
A new paper lets an AI judge keep only the verdicts it is sure of, with a stated cap on how many can be wrong. I rebuilt it on a laptop to find where that cap stops holding.
Section
One research paper at a time: rebuild the central idea, test it, and say whether it survives production.
Ship the PaperEvaluation
A new paper lets an AI judge keep only the verdicts it is sure of, with a stated cap on how many can be wrong. I rebuilt it on a laptop to find where that cap stops holding.
Ship the PaperEfficiency & Serving
FinCacheServe lets a financial assistant reuse finished answers until a filing changes. I rebuilt its reuse check to see whether an up-to-date answer is also the right one.
Ship the PaperLong-Horizon Planning & Reliability
Dream-RSI scores a new exploration policy by replaying a finished discovery run instead of paying for another one. I rebuilt the replay to see what it can pick, and what it never sees.
Ship the PaperLong-Horizon Planning & Reliability
A new paper scores a context summary by the blocked or repeated tool calls it causes next. I rebuilt the scorer to find out how much of a summary's damage ever makes that noise.
Ship the PaperSafety & Security
Ehghaghi and colleagues price a jailbreak by the compute it burns instead of the queries it sends. I rebuilt their two summary metrics to find out which one a nightly build could trust.
Ship the PaperAgents
Swap the harness around a coding agent and its score moves nearly as far as swapping the model. I rebuilt the step behind most of that gap: how the agent's finished patch gets collected.
Ship the PaperAgents
FCPAgent makes a browser agent write down, before each step, what would prove that step wrong. I rebuilt the checking half and found the one failure no such statement can see.
Ship the PaperAgents
AgentOccam shrinks what a browser agent reads and what it is allowed to do. I rebuilt the shrinking step and it held up; the question it never asks is whether the action is allowed.