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BrambleXu/README.md

Hi, I'm Xu 👋

📍 Tokyo, Japan · 🤖 NLP Engineer · 🔧 AI Agents & Harness Engineering

Python TypeScript Node.js DeepSeek Agent Skills PyTorch Hugging Face CLI

I’m an NLP Engineer with a background in natural language processing, knowledge graphs, and LLM applications.

More recently, I’ve been exploring AI Agents and Harness Engineering, building tools, interfaces, and workflows that make agents easier to steer, inspect, and use in real-world tasks.

My current interests include agentic workflows, developer tooling, human-in-the-loop systems, and building practical agent applications.

DeepSeek Harness Plugins

  • 🔍 dsh-revdiff: Interactive Git diff review inside DeepSeek Harness, with structured annotations sent directly back to the current Agent session.

  • 🎛️ dsh-prompt-profile: Reusable Markdown prompt profiles with per-turn model selection, argument substitution, and automatic state restoration.

  • 🎯 dsh-annotate: Visual browser feedback for DeepSeek Harness. Select UI elements in Chrome and send DOM, styles, accessibility data, comments, and screenshots directly to the Agent.

Japanese Language Tools

  • ✍️ ja-ai-polish — An Agent Skill for writing natural Japanese and reducing templated AI-writing patterns while preserving facts, voice, and intent.

  • 🔎 jp-stopword-filter — A lightweight Python library for filtering Japanese stopwords with customizable rules for NLP preprocessing.

What I'm Exploring

  • 🤖 AI Agents
  • 🔧 Agent Harnesses & Developer Tooling
  • 🔄 Human-in-the-loop Agent Workflows
  • 🧩 Agent UX & Tool Interfaces
  • 🧠 LLM & NLP Applications
  • 📝 Japanese Language Processing

I'm especially interested in the layer around the model: how agents use tools, receive feedback, manage workflows, and interact with humans.

Earlier OSS & NLP Work

Before my recent work on AI Agents and Harness Engineering, much of my open-source work focused on Natural Language Processing, Knowledge Graphs, and Python.

Some projects from that period:

That NLP background continues to influence how I think about language models, context, structured information, and agent systems.

Books

Translator

Currently

Building at the intersection of:

AI Agents × Harness Engineering × Developer Tools × NLP

I like turning emerging agent ideas into small, practical tools and learning what actually works by building them.


If you're also experimenting with agents, harnesses, NLP, or developer tooling, feel free to explore the repos or open an issue.

Pinned Loading

  1. pydata-notebook pydata-notebook Public

    利用Python进行数据分析 第二版 (2017) 中文翻译笔记

    Jupyter Notebook 4.7k 1.6k

  2. knowledge-graph-learning knowledge-graph-learning Public

    A curated list of awesome knowledge graph tutorials, projects and communities.

    778 115

  3. dsh-annotate dsh-annotate Public

    Visual browser element annotation for DeepSeek Harness, capturing DOM, styles, accessibility data, comments, and viewport screenshots. DeepSeek Harness 浏览器元素标注插件,捕获 DOM、样式、可访问性数据、评论和视口截图。

    TypeScript 6

  4. dsh-prompt-profile dsh-prompt-profile Public

    Reusable Markdown prompt profiles for DeepSeek Harness with per-turn model selection, argument substitution, and state restoration. DeepSeek Harness 可复用 Markdown Prompt Profile,支持单轮模型选择、参数替换和状态恢复。

    TypeScript 1

  5. dsh-revdiff dsh-revdiff Public

    Native interactive Git diff review for DeepSeek Harness with structured annotations sent back to the current Agent session. DeepSeek Harness 原生交互式 Git diff 审查,支持结构化批注并回传当前 Agent 会话。

    TypeScript 2

  6. ja-ai-polish ja-ai-polish Public

    An Agent Skill for writing natural Japanese and removing observable AI-writing patterns while preserving facts and voice.

    Python