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teddashh/README.md

English · 繁體中文

Ted Huang — Enterprise IT experience, applied to AI agent systems.

Enterprise IT operator building practical AI systems.
Multi-AI workflows · Agent governance · Durable memory

Visit Ai-Sister ↗  ·  Explore 9 case studies →  ·  Email ↗

20 years
Enterprise IT 		9 projects
Public case studies 		4 AI systems
Claude · GPT · Gemini · Grok

In production.

LIVE / MULTI-AI

Ai-Sister ↗
One input. Four AI systems. 		A production web app that orchestrates ChatGPT, Claude, Gemini, and Grok through parallel chat, structured debate, an eight-step coding loop, roundtables, and focused single-agent modes.

Hono React SQLite SSE Oracle Cloud ARM

See where it started →

Public work.

Nine public repositories across multi-AI experiences, agent infrastructure, security, and learning—55 GitHub stars at the July 12 snapshot. Star badges below stay live; each title opens a full case study with architecture, decisions, setup, current limits, and license status.

01 / MULTI-AI EXPERIENCES

Multi-AI Chat Desktop
DESKTOP LOCAL-FIRST 		The feature-complete v1.1.0 desktop edition: coordinate logged-in ChatGPT, Claude, Gemini, and Grok through five conversation-first workflows, then keep talking in the same local session—without model API keys.

Multi-AI Chat Desktop stars Multi-AI Chat Desktop release

Tauri 2 React TypeScript Rust

Source ↗
Multi-AI Chat
CHROME NO API KEYS 		Turn the AI tabs already open in Chrome into one lightweight multi-model workflow surface.

Multi-AI Chat stars source v0.2.0

Manifest V3 React TypeScript

Source ↗
AI Brainstorming
WEB MVP ASYNC REVIEW 		Submit an idea for a 5-, 12-, or 16-round review, leave, then return by private resume link or optional email report.

AI Brainstorming stars source v0.1.0

Hono React SQLite OpenRouter

Source ↗

02 / AGENT INFRASTRUCTURE

openclaw-hermes-watcher
GOVERNANCE OPERATIONS 		Add a guarded, auditable evolution layer to an OpenClaw host while keeping upgrade authority with the human operator.

openclaw-hermes-watcher stars openclaw-hermes-watcher release

Bash systemd OpenClaw Hermes

Source ↗
Clawd-Lobster
CLAUDE CODE FILE-FIRST 		A curated operating layer for reviewed specifications, persistent memory, reusable skills, workspaces, and multi-machine continuity.

Clawd-Lobster stars source v0.6.0 beta

Python MCP SQLite Claude Code

Source ↗
Claude Idea Review Skill
SKILL VALIDATION 		Give product, creator, community, and business ideas an adversarial review before serious time is spent building them.

Claude Idea Review Skill stars installable skill

Claude Code Skill Python Static reports

Source ↗
MCP Memory Server
MEMORY EARLY-STAGE 		Model decisions, resolved issues, questions, and knowledge through an inspectable MCP memory server.

MCP Memory Server stars source v0.1.0

Python FastMCP SQLite Oracle

Source ↗

03 / SECURITY & LEARNING

Homograph Attack Demo
SECURITY BILINGUAL 		Make a visually deceptive Unicode domain understandable in a short, hands-on security-awareness lesson.

Homograph Attack Demo stars

HTML CSS JavaScript Vercel

Live ↗ · Source ↗
AI Beyblade X Field Guide
KNOWLEDGE AI-ASSISTED 		Turn scattered discussions into a score-aware 3v3 deck-building, buying, practice, and match-review framework.

AI Beyblade X Field Guide stars

Markdown Research notes Traditional Chinese

Source ↗

Browse the full project directory →

How I build.

01 Operations first.
Working for months in a real environment matters more than looking clever in a demo.
02 Human authority.
Agents can research and act within limits. Permissions and upgrade decisions stay explicit.
03 Durable by default.
State survives, work resumes, decisions stay inspectable, and failures leave evidence.

The stack.

Product systems

TypeScript · React · Hono · Tauri · Rust · Python · MCP · SQLite · Oracle · Bash

Enterprise operations

M365 · Entra ID · Intune · Google Workspace · Salesforce · Dynamics NAV · NIST CSF · ISO 27001

Now.

current-focus/
├── orchestrate  Claude · GPT · Gemini · local models
├── govern       defined roles · human authority · honest scoring
└── operate      production systems · every day
The longer story.

Taipei, 1985–2008. Studied computer science at National Central University, ran campus networks, co-built a MUD that is still operating after 20+ years, and managed the university's highest-traffic personal BBS board.

United States, 2008–today. Earned a master's in computer information systems, then spent nearly two decades operating identity, endpoints, ERP, BI, CRM, and security programs inside real businesses.

Now. I apply that operator's perspective to AI products: not “what is the cleverest code?” but “what will people trust, adopt, recover, and keep running?”

TAIPEI → UNITED STATES

ted-h.com · ted@ted-h.com

Popular repositories Loading

  1. multi-ai-chat-desktop multi-ai-chat-desktop Public

    Multi-AI Chat Desktop — Tauri 2 portable app: one control pane orchestrating logged-in ChatGPT / Claude / Gemini / Grok webviews. Zero API key. MIT.

    TypeScript 44 11

  2. multi-ai-chat multi-ai-chat Public

    TypeScript 8 3

  3. ai-brainstorming ai-brainstorming Public

    TypeScript 4

  4. clawd-lobster clawd-lobster Public

    Claude Code Skills Wrapper — lightest weight, curated features, maximum performance.

    Python 3 1

  5. mcp-memory-server mcp-memory-server Public

    MCP Memory Server — unified long-term memory for AI agents (SQLite + Oracle + Vector Search)

    Python 2

  6. gpt-ai-assistant gpt-ai-assistant Public archive

    Forked from memochou1993/gpt-ai-assistant

    OpenAI + LINE + Vercel = GPT AI Assistant

    JavaScript 1