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In my analysis of DeepSeek-V4.1-Flash, I noticed that DeepSeek’s technical documents mention this: large models rarely run inside only one fixed harness. Different scaffolds differ in system prompts, tool definitions, context management, and interaction protocols, and the results they produce also differ.
DeepSeek’s official tests show:
In DeepSeek’s own framework, DSH Minimal mode scored higher than Standard and PTC on both tests. That is a bit counterintuitive: more features and a more complex workflow did not yield a higher success rate.
When DeepSeek-V4.1-Flash is plugged into Claude Code or Codex, the out-of-the-box level is already close to peak performance.
I ran a practical test:
Write an HTML and JavaScript page implementing Space Invaders
I ran Pi Agent, Claude Code, DSH Standard mode, and DSH Minimal mode separately. First, look at the results; time, token usage, cache hit rate, and output speed will be analyzed later.
