HippoCamp: Benchmarking Contextual Agents on Personal Computers

📰 ArXiv cs.AI

HippoCamp is a new benchmark for evaluating contextual agents on personal computers with multimodal file management capabilities

advanced Published 2 Apr 2026
Action Steps
  1. Design a benchmark that models individual user profiles and searches massive personal files for context-aware reasoning
  2. Instantiate device-scale file systems to simulate real-world scenarios
  3. Evaluate agents' capabilities on multimodal file management tasks
  4. Compare and analyze the performance of different agents on the HippoCamp benchmark
Who Needs to Know This

AI researchers and engineers working on contextual agents and multimodal file management systems can benefit from HippoCamp to evaluate and improve their models, and software engineers can use it to develop more efficient device-scale file systems

Key Insight

💡 HippoCamp provides a user-centric environment to evaluate agents' capabilities on multimodal file management tasks

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🤖 HippoCamp: a new benchmark for contextual agents on personal computers #AI #contextualagents

Key Takeaways

HippoCamp is a new benchmark for evaluating contextual agents on personal computers with multimodal file management capabilities

Full Article

Title: HippoCamp: Benchmarking Contextual Agents on Personal Computers

Abstract:
arXiv:2604.01221v1 Announce Type: new Abstract: We present HippoCamp, a new benchmark designed to evaluate agents' capabilities on multimodal file management. Unlike existing agent benchmarks that focus on tasks like web interaction, tool use, or software automation in generic settings, HippoCamp evaluates agents in user-centric environments to model individual user profiles and search massive personal files for context-aware reasoning. Our benchmark instantiates device-scale file systems over r
Read full paper → ← Back to Reads

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