ZeroGraph's performance breakthrough through minimalist design is reflected in three dimensions:
- Start-up speed: 10KB code size keeps cold start time under 50ms for Serverless environments.
- memory footprint: Benchmarks show 1/8th of LangChain's memory consumption for the same task.
- Expansion costs: No-dependency feature to avoid version conflict issues, module additions don't trigger exponential resource growth
- Portability: Single file deployment model to support rapid migration to edge computing devices
In a real-world case, an IoT platform used ZeroGraph's AI QA system deployed on Raspberry Pi to run continuously and stably for 90 days without memory leakage, with a peak CPU occupancy of only 121 TP3T.
This answer comes from the articleZeroGraph: a lightweight AI agent programming frameworkThe