Real-World Deployment Challenges in File-System Event Logging and Privacy Controls
Develop robust OS-level data collection and preprocessing mechanisms for FileGramOS-style deployments that (i) disambiguate and correctly order interleaved multi-application file-system event streams, (ii) deduplicate and reorder duplicate or out-of-order events arising from cloud-synced file systems, and (iii) implement per-directory privacy opt-in and opt-out controls.
References
Key open challenges include interleaved multi-application event streams, duplicate or out-of-order events from cloud-synced file systems, and per-directory privacy opt-in/opt-out controls.
— FileGram: Grounding Agent Personalization in File-System Behavioral Traces
(2604.04901 - Liu et al., 6 Apr 2026) in Appendix: Discussion and Resources, Deployment and System Integration