Stories about 3FS

Competition in AI infrastructure is expanding from pure GPU compute scheduling to high-concurrency, low-latency sandbox execution environments.

Agent training involves frequent state changes and massive concurrent sandboxes, where traditional container solutions face severe storage and memory bottlenecks. Optimizing sandbox infrastructure directly cuts training costs and accelerates iteration speed for complex Agent workflows.

Future observation should focus on the stability and scaling limits of DeepSeek's underlying sandbox infrastructure in multi-node scheduling and resource isolation as Agent training scales up.