Alibaba Cloud Native

Sep 5, 2026 · Artificial Intelligence

DeepSeek Harness: Architecting Enterprise Evolution via Post-Training Design

This article analyzes DeepSeek Harness from a post-training perspective, revealing how its architecture bakes enterprise evolution into environment shaping and trajectory sedimentation, validated by a self-evolution POC that identifies interface design, contract shape, and feedback quality as critical bottlenecks.