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ML · Data Science · Quant Trading · Agentic Trading · Digital Products · Blockchain
🇭🇰 Hong Kong · 🐍 Pythonista · ❤️ Open Source & Geek mindset
An open-source multi-agent organization: 20 specialized agents — three business squads plus four direct reports — all led directly by Huaqing Xu.
A carbon–silicon hybrid org: all members are AI Agents today, each squad led directly by Huaqing Xu (current lead — the seat awaits a future human or Agent manager). The org is designed to onboard humans as it grows.
The full org chart (CEO → four direct reports + three squads · 20 specialized agents):
graph LR
CEO(("Huaqing Xu<br/>CEO"))
CEO --> Kit["👩💼 Kit<br/>Executive Assistant"]
CEO --> Gatsby["🥂 Gatsby<br/>Community Manager"]
CEO --> Hopkins["🎯 Hopkins<br/>Apply Optimizer"]
CEO --> Justin["⚖️ Justin<br/>Legal Agent"]
CEO --> DP["🛍️ Digital-product sales squad<br/>Current lead: Huaqing Xu"]
DP --> Scout["🧭 ① Scout<br/>Product Strategist"]
DP --> Wright["🛠️ ② Wright<br/>Producer"]
DP --> Mason["🏗️ ③ Mason<br/>Site Builder"]
DP --> Buzz["📣 ④ Buzz<br/>Growth Marketer"]
DP --> Vendy["💰 ⑤ Vendy<br/>Sales Ops"]
DP --> Echo["📊 ⑥ Echo<br/>Analyst"]
CEO --> TR["📈 Investing & trading squad<br/>Current lead: Huaqing Xu"]
TR --> Markowitz["📐 Markowitz<br/>Quant Strategist"]
TR --> Victor["📈 Victor<br/>Day Trader"]
CEO --> INF["🧰 Infrastructure squad<br/>Current lead: Huaqing Xu"]
INF --> Tinker["🔧 Tinker<br/>Patch Maintainer"]
INF --> Prometheus["🧰 Prometheus<br/>Capability Steward"]
INF --> Hermes["🌐 Hermes<br/>NetOps"]
INF --> Anvil["🔨 Anvil<br/>Backend Engineer"]
INF --> Atlas["🗺️ Atlas<br/>Full-stack Engineer"]
INF --> Ada["🧠 Ada<br/>AI Algorithm Engineer"]
INF --> Alfred["🖥️ Alfred<br/>Device Steward"]
INF --> Hopper["🐞 Hopper<br/>Test Engineer"]
Solid arrows = reporting lines · Repo links for every member in the roster table below.
| AI Agent | Role | Repo | Visits/day (14d) |
|---|---|---|---|
| 👔 Direct reports to the owner — not in any squad | |||
| 👩💼 Kit | Executive Assistant | ExecutiveAssistantAgent | |
| 🥂 Gatsby | Community Manager | CommunityManagerAgent | — |
| 🎯 Hopkins | Apply Optimizer | ApplyOptimizerAgent | — |
| ⚖️ Justin | Legal Agent | LegalAgent | — |
| 🛍️ Digital-product sales squad — pipeline: research → produce → build → traffic → sell → analyze | |||
| 🧭 Scout | Product Strategist | ProductStrategistAgent | |
| 🛠️ Wright | Producer | ProductProducerAgent | |
| 🏗️ Mason | Site Builder | SiteBuilderAgent | — |
| 📣 Buzz | Growth Marketer | GrowthMarketerAgent | |
| 💰 Vendy | Sales Ops | DigiVendAgent | |
| 📊 Echo | Analyst | DataAnalystAgent | |
| 📈 Investing & trading squad — quant strategies & day trading | |||
| 📈 Victor | Day Trader | DayTradingAgent | |
| 📐 Markowitz | Quant Strategist | QuantStrategistAgent | |
| 🧰 Infrastructure squad — shared foundations the whole team runs on | |||
| 🔧 Tinker | Patch Maintainer | PatchClaudeAgent | |
| 🧰 Prometheus | Capability Steward | CapabilityManagerAgent | |
| 🌐 Hermes | NetOps Engineer | NetOpsAgent | |
| 🔨 Anvil | Backend Engineer | BackendEngineerAgent | |
| 🗺️ Atlas | Full-stack Engineer | FullStackEngineerAgent | |
| 🧠 Ada | AI Algorithm Engineer | NeuralCoreAgent | — |
| 🖥️ Alfred | Device Steward | DeviceStewardAgent | |
| 🐞 Hopper | Test Engineer | TestEngineerAgent | |
The team is organized into three squads by domain, with four direct reports outside them all:
- 👩💼 Kit (Executive Assistant) — direct report, not in any squad. The owner's first assistant and the team's generalist: picks up and handles almost anything — not a deep specialist in a single domain, but a multi-skilled all-rounder who manages whatever comes along.
- 🥂 Gatsby (Community Manager) — direct report, not in any squad. Runs the owner's own WeChat community "AI前沿跨界交流群" (an AI-frontier, cross-industry exchange group): ideas, rules, topic calendars and retrospectives come from the agent; the owner guides and executes. Private community only — public-channel marketing stays with Buzz.
- 🎯 Hopkins (Apply Optimizer) — direct report, not in any squad. Owns the full work-intake loop: gig & job hunting, application engineering (proposals & résumés), funnel tracking (application → reply → talk / interview → win / offer), pricing & salary tests — making the applications convert.
- ⚖️ Justin (Legal Agent) — direct report, not in any squad, serving all squads cross-team. Owns everything contracts-and-payments across the whole team: contract drafting, staged-payment design, due diligence, evidence chains, dispute response.
- 🛍️ Digital-product sales squad — the six-stage pipeline (Scout → Wright → Mason → Buzz → Vendy → Echo) turns one-time work into recurring passive income — see the dedicated section below.
- 📈 Investing & trading squad — Markowitz develops and backtests quant strategies; Victor is the day trader.
- 🧰 Infrastructure squad — Tinker patches CC (Claude Code) after every extension upgrade; Prometheus open-sources the capabilities the whole team shares (global CLAUDE.md, skills, rules); Hermes handles networking; Anvil handles backend development; Atlas handles full-stack projects; Ada covers AI Agent algorithms and reasoning engines; Alfred manages device resources (local Mac / remote servers / cloud machines); Hopper guards every software project with a regression safety net — test cases written before development, CI red-light gate before merge.
Running an end-to-end digital-product business: research → produce → build → traffic → sell → analyze. 🔁 A growing roster of single-purpose AI Agents; six of them form this artifact-relay pipeline, turning one-time work into recurring passive income.
How the pipeline hands off — six AI Agents pass artifacts down the line:
- 🧭 Scout sizes up trends, market, rivals and profit potential → an Opportunity Report (what to sell, to whom, at what price) → Wright.
- 🛠️ Wright turns the report into a finished product — Prompt packs, templates, ebooks, assets → Mason.
- 🏗️ Mason builds the storefront — independent site, landing pages, payment integration — and hands off ready-to-sell buy links → Buzz.
- 📣 Buzz repackages it into channel-specific traffic content with buy links (X · IG · YouTube · RedNote · Zhihu · Bilibili, etc.) → Vendy.
- 💰 Vendy lists, prices, fulfills and supports across storefronts, closing the sale → sales data → Echo.
- 📊 Echo attributes results to decisions and folds lessons into a playbook → feeds back to whichever pipeline stage needs it · 🔁 closing the loop.
AI Agent-owned subprojects — focused projects the agents maintain alongside their main repos:
| AI Agent | Subproject | What it is |
|---|---|---|
| 👩💼 Kit | xhqing | this profile repo |
| 👩💼 Kit | blog | personal blog — docsify static site (live at xhqing.github.io/blog) |
| 🖥️ Alfred | ResourceMonitor | whole-machine resource monitor with AI cleanup actions (VSCode extension) |
| 🔨 Anvil | CC-BRIDGE | Claude Code upstream bridge framework (Node.js) |
| 🗺️ Atlas | zcode-cli | unofficial ZCode terminal client (Node.js / TypeScript, TUI) |
| 🗺️ Atlas | zcode-vsce | unofficial ZCode VSCode extension client |
| 🗺️ Atlas | ghostty-launcher | one-click Ghostty terminal summon from the VSCode status bar (zero-dependency extension, macOS) |
| 🌐 Hermes | XPilot | Xray-core proxy-node manager CLI (Python) |
| 🧠 Ada | AgentCortex | deep-reasoning engine rules (Infinite / Rapid / Incisive) |
| 📐 Markowitz | gridtrader | grid-trading strategy development & backtesting (Python / backtrader) |
| 📐 Markowitz | Intraday | intraday-scale strategy research — order-flow (mbo) features, minute-level ML signals, walk-forward validation (Python) |
| 📐 Markowitz | Swing | day-K trend-following strategy — fully documented, 20-year × 37-stock backtest (public component of the QuantStrategistAgent project, split out 2026-09-12) |
The interesting part is not the roster — it's the machinery between the agents:
- 📦 Artifact handoff. Work moves between agents as defined deliverables, not chat: Scout's Opportunity Report feeds Wright's product build, Mason's storefront (site, landing page, or payment setup) hands Buzz ready-to-sell links, Vendy's sales data lands in Echo's attribution engine. Each agent owns an output contract; the pipeline is the sum of those contracts.
- 🧰 Shared capability layer. One agent (Prometheus) stewards the capabilities every agent runs on — global skills, rules, and CLAUDE.md — from a single authoritative source, with an open-source mirror as the distribution channel. A fix lands once and ripples to all 20+ agents.
- 🧠 Reasoning as infrastructure. Specialized reasoning-engine rules (Infinite / Rapid / Incisive, by Ada) plus an evaluation system sit under every agent's thinking — reasoning depth is treated as shared infrastructure, not per-agent improvisation.
- 🐞 Quality gates with separation of powers. Development agents hold implementation rights, Hopper holds test-case definition rights, and CI holds the final say — developers can't bend test cases to fit their implementation, and "fix A, break B" gets stopped before merge, not after.
- ⚖️ Contracts & payments as a first-class function. Justin structures staged payments, due diligence and evidence chains for anything the org sells or signs — the org treats legal/payment design as an engineering discipline, not an afterthought.
By the numbers: 20+ specialized agents · 3 business squads · 4 direct reports · 6 pipeline stages · 200+ public repositories.
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