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Tianshu-harness

huiliyi37/Tianshu-harness

Tianshu-harness is a tool for DeepSeek Harness. 天枢 (Tianshu) 是一个基于harness工程的终端编程智能体运行时(Tui X Gui),针对DeepSeek V4 做了前缀缓存工程优化(长会话实测稳态命中率 97–99%)和深度适配。它跳出了传统 AI 编程助手把大模型仅当成“工具”的局限,基于认知虚拟机 (CVM)、自感知层和信息素(Stigmergy)自衰减记忆构建,让 AI 成为有独立判断与认知防护的“开发伙伴”。

huiliyi37/Tianshu-harness Screenshot preview
Stars
467
Forks
28
Issues
0
Update
today

REVIEW SCORECARD

Review Scorecard

8.2/10Good
License compliance9.0
Engineering quality7.8
Content completeness7.0
Repository scale7.0
Maintenance activity9.0

No risk detected · Automated scan results are for reference only, not an official endorsement

PROJECT READMEREADMEExpandCollapse

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PROJECT TOPICS

Project topics

VALIDATION LADDER

Validation progress

Structure check pending
01Store discoveryPassed
02ClassificationPending
03Structure checkPending
04Sandbox validationPending

FAQ

Frequently Asked Questions

What is Tianshu-harness used for?

天枢 (Tianshu) 是一个基于harness工程的终端编程智能体运行时(Tui X Gui),针对DeepSeek V4 做了前缀缓存工程优化(长会话实测稳态命中率 97–99%)和深度适配。它跳出了传统 AI 编程助手把大模型仅当成“工具”的局限,基于认知虚拟机 (CVM)、自感知层和信息素(Stigmergy)自衰减记忆构建,让 AI 成为有独立判断与认知防护的“开发伙伴”。

How popular is Tianshu-harness?

Tianshu-harness has 467 stars and 28 forks on GitHub, last updated 2026-09-06.

What license does Tianshu-harness use?

Tianshu-harness is distributed under the Apache-2.0 license.

Is Tianshu-harness compatible with DeepSeek Harness?

Tianshu-harness is listed in the DSH Universe directory as a tool for DeepSeek Harness. This plugin is listed in the DSH Universe directory and covered by its validation pipeline.

CLASSIFICATION EVIDENCE

Classification evidence

Project typeUnrecognized
Feature categoryDSH Plugins
Rule confidenceLow

The system checks GitHub Topics against the site taxonomy and keyword rules. Current matches:No valid category tags