Section
One research paper at a time: rebuild the central idea, test it, and say whether it survives production.
Ship the PaperLong-Horizon Planning & Reliability
The paper scores a context summary by the blocked or repeated tool calls it causes over the next few steps. I rebuilt the scorer to ask how much of a summary's damage ever makes that noise.
Ship the PaperSafety & Security
Ehghaghi and colleagues price a jailbreak attack by the compute it burns, not the queries it sends. I rebuilt both of their summary metrics to see which one a nightly build job could trust.
Ship the PaperAgents
Swap the harness around a fixed model and a coding agent's score moves almost as far as swapping the model. I rebuilt the step behind most of that gap: how the agent's work 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 part to see what that buys, and what it can never catch.
Ship the PaperAgents
AgentOccam shrinks what a browser agent sees and what it is allowed to do. I rebuilt that shrinking step to find out what gets lost, and where a cleaner interface stops helping.