huiliyi37/Tianshu-harness

Tianshu (天枢) is a terminal programming Agent runtime based on harness engineering (Tui X Gui), deeply adapted for DeepSeek V4 with prefix-cache engineering optimizations achieving a measured steady-state hit rate of 97–99% in long sessions. It moves beyond the limitations of traditional AI programming assistants that treat large models merely as “tools,” using a cognitive virtual machine (CVM), a self-awareness layer, and self-decaying pheromone (Stigmergy) memory to make AI a “development partn

About the project

Tianshu Harness is a TypeScript runtime for coding agents, with terminal and desktop interfaces that share an agent core for managing goals, state, evidence, permissions, and completion checks. Developers use it to have language models carry out software tasks while the runtime verifies progress through tests, diffs, or other commands. The catalogue entries are skills and instructions for the agent's coding workflow.

This repository also configures its own agents. See what Tianshu-harness tells them →

1.2kStars on the repository
7Mods indexed here, across every type
2d agoLast push, which is what freshness is scored on
Apache-2.0Licence, which decides whether bodies are shown

design-prototype

01

huiliyi37/Tianshu-harness

Skill Claude Code

Frontend UI prototype workflow — clarify intent, explore directions, preview across viewports, diff against references, deliver with screenshot evidence.

not rated 1.2k +19 2d ago A SkillSpector: pass 28 tokens original Apache-2.0

office-docx

02

huiliyi37/Tianshu-harness

Skill Claude CodeCodex

A tool for creating and reading editable Microsoft Word documents in the .docx format. It supports common document parts such as headings, paragraphs, tables, code blocks, lists, and centred titles.

not rated 1.2k +19 2d ago A SkillSpector: pass 50 tokens original Apache-2.0

visual-acceptance

03

huiliyi37/Tianshu-harness

Skill Claude CodeCodex

A visual final-review method for user-interface changes. It checks the rendered result with repeatable screenshots, pixel values, computed styles, and CSS layering checks across themes.

not rated 1.2k +19 2d ago A SkillSpector: pass 89 tokens original Apache-2.0

brainstorming

04

huiliyi37/Tianshu-harness

Skill Claude CodeCodex

You MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.

not rated 1.2k +19 2d ago A 37 tokens original Apache-2.0

huiliyi37/Tianshu-harness

Skill Claude CodeCodex

A testing method for coding tasks in unfamiliar projects. It first discovers how the project is tested, then uses a failing check followed by a passing check to verify a change.

not rated 1.2k +19 2d ago A 61 tokens original Apache-2.0

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