Pareton

About Pareton

Pareton is an inference optimization platform operating as Bittensor subnet 10, designed to continuously improve AI model serving efficiency for production workloads. It runs campaigns where contributors (miners) submit code patches targeting specific inference engines like vllm or sglang, aiming to reduce GPU-hours and cost while maintaining strict latency and quality requirements. Each proposed improvement is benchmarked against the user's real production workload, and only validated, reproducible gains are adopted as the new baseline. The process is transparent, auditable, and tailored for teams managing large-scale AI inference infrastructure, focusing on measurable, production-grade optimizations.