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From the 2 of 6 linked papers with an AI index.

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cs.AI2026

The Model Knows Your Project, Not You: Measuring Recognition in LLMs with NameRank

Bojie Li, Noah Shi

The paper introduces NameRank, a metric that quantifies how well large language models can recognize specific people or tools from their internal weights without external retrieval…

cs.AI2026

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…

cs.AI2026

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…

cs.AI2026

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…

cs.AI2026

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…