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Zhiyunyang274/README.md

Yunyang Lab - inspectable AI agents and local-first tools

Hi, I'm Yunyang.

I build inspectable AI agents and local-first tools.
Guarded automation · observable execution · practical software

把复杂工作流做成可运行、可观察、可信任的工具。

Projects · QianPulse · Linux-Agent · MacKit · Caixuntong

🇨🇳 中文版(点击展开)

我在做什么

我做能使用工具但不沦为黑盒的 AI agents:动作应当可见、危险操作必须有明确边界、失败必须可恢复。

我的项目通常落在三个交集上:

  • AI agents —— 工具调用、受护栏保护的执行、人类可读的结果
  • 本地优先软件 —— 快速、把控制权留在用户手里的实用工具
  • 信号与数据工程 —— 从嘈杂的真实世界数据中提取可信结构

旗舰 · QianPulse 黔脉

QianPulse — 把日常车流变成桥梁监测网络

不新增一个传感器:过桥的车本来就带着 IMU,每次通过都是一次等待被记录的测量。QianPulse 把成百上千次嘈杂的车辆穿越融合成每座桥的频率指纹,筛查持续的响应偏移——告诉养护人员哪座桥值得优先检查。已在缩尺结构(真实 iPhone)与真实车载实测数据上完成验证。

Python Streamlit 信号处理 Welch PSD JS散度 MapLibre AGPL-3.0

精选项目

用自然语言操作 Linux:受护栏保护的执行、可回滚、结果可观察。

Python LLM agents 自动化 运维

原生 macOS 菜单栏工具箱:剪贴板历史、端口管理、Finder 路径、临时文件传输。

Swift AppKit SwiftUI macOS

市场情报与模拟交易:显式风险边界 + 本地只读控制台。

Python 行情数据 回测 风控

我创立并持续迭代的金融资讯产品。

产品开发 金融资讯 Web

我的做事方式

  • 让动作可观察,而不是藏在精致界面背后。
  • 给有真实后果的操作加上明确护栏。
  • 偏好小反馈回路、可逆变更、能跑起来的原型。
  • 让系统始终能被理解、调试和改进。
  • 区分证据与模拟——每个数字都应可追溯。

关于我

  • 华南理工大学 计算机科学与技术,辅修金融
  • 独立 Apple 开发者,多款 App 已上架 App Store
  • 黑客松选手,喜欢把粗糙想法快速做成能用的产品
  • WorldQuant Global Challenge Top 100

近况

正在推进 QianPulse(在线演示 + 开源)、构建更安全的工具型 agents、打磨 macOS 本地软件。


What I build

I work on AI agents that can use tools without becoming black boxes: their actions should be visible, risky operations should have clear boundaries, and failures should be recoverable.

My projects usually sit at the intersection of:

  • AI agents - tool use, guarded execution and human-readable outcomes
  • Local-first software - fast utilities that keep users in control
  • Signal & data engineering - extracting trustworthy structure from noisy real-world data

Featured · QianPulse 黔脉

QianPulse — turn everyday traffic into a bridge-monitoring network

No new sensors: vehicles crossing a bridge already carry IMUs, and their crossings are measurements waiting to be recorded. QianPulse fuses hundreds of noisy vehicle trips into a per-bridge frequency fingerprint and screens persistent response shifts — telling maintenance crews which bridge deserves inspection first. Validated on a scale model with a real iPhone, and on real drive-by field data.

Python Streamlit signal processing Welch PSD JS divergence MapLibre AGPL-3.0

Selected projects

Natural-language Linux operations with guarded execution, rollback and observable results.

Python LLM agents automation operations

A native macOS menu-bar toolbox for clipboard history, port management, Finder paths and temporary file transfer.

Swift AppKit SwiftUI macOS

Market intelligence and simulated trading with explicit risk boundaries and a local read-only console.

Python market data backtesting risk controls

A financial information product I created and continue to develop.

Product development financial information web

How I build

  • Make actions observable instead of hiding them behind polished interfaces.
  • Put explicit guardrails around operations with real consequences.
  • Prefer small feedback loops, reversible changes and working prototypes.
  • Keep systems understandable enough to inspect, debug and improve.
  • Separate evidence from simulation — every number should be traceable.

A little more about me

  • Computer Science and Technology at South China University of Technology, with a minor in Finance
  • Independent Apple developer with multiple apps published on the App Store
  • Hackathon builder who enjoys turning rough ideas into working products quickly
  • WorldQuant Global Challenge Top 100

Currently

Shipping QianPulse (live demo + open source), building safer tool-using agents, and improving local software for macOS.

GitHub stats Top languages

Explore all projects →

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  1. mackit mackit Public

    A small native macOS menu bar toolbox for clipboard history, port management, and Finder paths.

    Swift

  2. caixun-platform caixun-platform Public

    A real-time finance news aggregator that aggregates news from multiple sources including Sina Finance and East Money.

  3. Linux-Agent Linux-Agent Public

    Manage Linux servers with natural language. AI parses intent, executes commands, analyzes results, and blocks risks automatically.

    Python

  4. polysignal-pro polysignal-pro Public

    Research-first Polymarket market intelligence and paper trading with strict risk controls and a read-only web console.

    Python