5 papers · 1 filter
The Model Knows Your Project, Not You: Measuring Recognition in LLMs with NameRank
Bojie Li, Noah Shi
What a frontier model recalls about a person or tool from its own weights -- before any retrieval step -- often shapes the first description a human sees, making that parametric co…
Interaction Scaling: Grounding the Third Axis of Test-Time Compute
Bojie Li, Noah Shi
There are two standard ways to spend more compute at test time: let a model reason longer, or sample more attempts and keep one. Both share a hidden limit: they are internal. Every…
Whose Side Is Your Agent On? Multi-Party Principal Loyalty in LLM Agents
Bojie Li, Noah Shi
A rapidly growing class of LLM agents is multi-party: the agent acts for a principal (who briefs it, sends follow-ups, and receives results) while also conversing in a separate cha…
Agent-Computer Observation Interfaces Enable Dynamic Computer Use
Bojie Li, Noah Shi
SWE-agent established the action interface as an underexplored design axis for software-engineering agents; we make the analogous case for the observation interface in computer-use…
The Latent Bridge: A Continuous Slow-Fast Channel for Real-Time Game Agents
Bojie Li, Noah Shi
A real-time agent for general computer use - with games as the most demanding case - must act within tens of milliseconds while still planning over seconds. These two regimes sit a…