๐ English | ็ฎไฝไธญๆ
ML ยท Data Science ยท Quant Trading ยท Agentic Trading ยท Digital Products ยท Blockchain
๐ญ๐ฐ Hong Kong ย ยทย ๐ Pythonista ย ยทย โค๏ธ Open Source & Geek mindset
An open-source multi-agent organization: 20 specialized agents โ three business squads plus four direct reports โ all led directly by Huaqing Xu.
A carbonโsilicon hybrid org: all members are AI Agents today, each squad led directly by Huaqing Xu (current lead โ the seat awaits a future human or Agent manager). The org is designed to onboard humans as it grows.
The full org chart (CEO โ four direct reports + three squads ยท 20 specialized agents):
graph LR
CEO(("Huaqing Xu<br/>CEO"))
CEO --> Kit["๐ฉโ๐ผ Kit<br/>Executive Assistant"]
CEO --> Gatsby["๐ฅ Gatsby<br/>Community Manager"]
CEO --> Hopkins["๐ฏ Hopkins<br/>Apply Optimizer"]
CEO --> Justin["โ๏ธ Justin<br/>Legal Agent"]
CEO --> DP["๐๏ธ Digital-product sales squad<br/>Current lead: Huaqing Xu"]
DP --> Scout["๐งญ โ Scout<br/>Product Strategist"]
DP --> Wright["๐ ๏ธ โก Wright<br/>Producer"]
DP --> Mason["๐๏ธ โข Mason<br/>Site Builder"]
DP --> Buzz["๐ฃ โฃ Buzz<br/>Growth Marketer"]
DP --> Vendy["๐ฐ โค Vendy<br/>Sales Ops"]
DP --> Echo["๐ โฅ Echo<br/>Analyst"]
CEO --> TR["๐ Investing & trading squad<br/>Current lead: Huaqing Xu"]
TR --> Markowitz["๐ Markowitz<br/>Quant Strategist"]
TR --> Victor["๐ Victor<br/>Day Trader"]
CEO --> INF["๐งฐ Infrastructure squad<br/>Current lead: Huaqing Xu"]
INF --> Tinker["๐ง Tinker<br/>Patch Maintainer"]
INF --> Prometheus["๐งฐ Prometheus<br/>Capability Steward"]
INF --> Hermes["๐ Hermes<br/>NetOps"]
INF --> Anvil["๐จ Anvil<br/>Backend Engineer"]
INF --> Atlas["๐บ๏ธ Atlas<br/>Full-stack Engineer"]
INF --> Ada["๐ง Ada<br/>AI Algorithm Engineer"]
INF --> Alfred["๐ฅ๏ธ Alfred<br/>Device Steward"]
INF --> Hopper["๐ Hopper<br/>Test Engineer"]
Solid arrows = reporting lines ยท Repo links for every member in the roster table below.
| AI Agent | Role | Repo | Visits/day (14d) |
|---|---|---|---|
| ๐ Direct reports to the owner โ not in any squad | |||
| ๐ฉโ๐ผ Kit | Executive Assistant | ExecutiveAssistantAgent | |
| ๐ฅ Gatsby | Community Manager | CommunityManagerAgent | โ |
| ๐ฏ Hopkins | Apply Optimizer | ApplyOptimizerAgent | โ |
| โ๏ธ Justin | Legal Agent | LegalAgent | โ |
| ๐๏ธ Digital-product sales squad โ pipeline: research โ produce โ build โ traffic โ sell โ analyze | |||
| ๐งญ Scout | Product Strategist | ProductStrategistAgent | |
| ๐ ๏ธ Wright | Producer | ProductProducerAgent | |
| ๐๏ธ Mason | Site Builder | SiteBuilderAgent | โ |
| ๐ฃ Buzz | Growth Marketer | GrowthMarketerAgent | |
| ๐ฐ Vendy | Sales Ops | DigiVendAgent | |
| ๐ Echo | Analyst | DataAnalystAgent | |
| ๐ Investing & trading squad โ quant strategies & day trading | |||
| ๐ Victor | Day Trader | DayTradingAgent | |
| ๐ Markowitz | Quant Strategist | QuantStrategistAgent | |
| ๐งฐ Infrastructure squad โ shared foundations the whole team runs on | |||
| ๐ง Tinker | Patch Maintainer | PatchClaudeAgent | |
| ๐งฐ Prometheus | Capability Steward | CapabilityManagerAgent | |
| ๐ Hermes | NetOps Engineer | NetOpsAgent | |
| ๐จ Anvil | Backend Engineer | BackendEngineerAgent | |
| ๐บ๏ธ Atlas | Full-stack Engineer | FullStackEngineerAgent | |
| ๐ง Ada | AI Algorithm Engineer | NeuralCoreAgent | โ |
| ๐ฅ๏ธ Alfred | Device Steward | DeviceStewardAgent | |
| ๐ Hopper | Test Engineer | TestEngineerAgent | |
The team is organized into three squads by domain, with four direct reports outside them all:
- ๐ฉโ๐ผ Kit (Executive Assistant) โ direct report, not in any squad. The owner's first assistant and the team's generalist: picks up and handles almost anything โ not a deep specialist in a single domain, but a multi-skilled all-rounder who manages whatever comes along.
- ๐ฅ Gatsby (Community Manager) โ direct report, not in any squad. Runs the owner's own WeChat community "AIๅๆฒฟ่ทจ็ไบคๆต็พค" (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 โ public-channel marketing stays with Buzz.
- ๐ฏ Hopkins (Apply Optimizer) โ direct report, not in any squad. Owns the full work-intake loop: gig & job hunting, application engineering (proposals & rรฉsumรฉs), funnel tracking (application โ reply โ talk / interview โ win / offer), pricing & salary tests โ making the applications convert.
- โ๏ธ Justin (Legal Agent) โ 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.
- ๐๏ธ Digital-product sales squad โ the six-stage pipeline (Scout โ Wright โ Mason โ Buzz โ Vendy โ Echo) turns one-time work into recurring passive income โ see the dedicated section below.
- ๐ Investing & trading squad โ Markowitz develops and backtests quant strategies; Victor is the day trader.
- ๐งฐ Infrastructure squad โ 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 โ test cases written before development, CI red-light gate before merge.
Running an end-to-end digital-product business: research โ produce โ build โ traffic โ sell โ analyze. ๐ 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 โ six AI Agents pass artifacts down the line:
- ๐งญ Scout sizes up trends, market, rivals and profit potential โ an Opportunity Report (what to sell, to whom, at what price) โ Wright.
- ๐ ๏ธ Wright turns the report into a finished product โ Prompt packs, templates, ebooks, assets โ Mason.
- ๐๏ธ Mason builds the storefront โ independent site, landing pages, payment integration โ and hands off ready-to-sell buy links โ Buzz.
- ๐ฃ Buzz repackages it into channel-specific traffic content with buy links (X ยท IG ยท YouTube ยท RedNote ยท Zhihu ยท Bilibili, etc.) โ Vendy.
- ๐ฐ Vendy lists, prices, fulfills and supports across storefronts, closing the sale โ sales data โ Echo.
- ๐ Echo attributes results to decisions and folds lessons into a playbook โ feeds back to whichever pipeline stage needs it ยท ๐ closing the loop.
AI Agent-owned subprojects โ focused projects the agents maintain alongside their main repos:
| AI Agent | Subproject | What it is |
|---|---|---|
| ๐ฉโ๐ผ Kit | xhqing | this profile repo |
| ๐ฉโ๐ผ Kit | blog | personal blog โ docsify static site (live at xhqing.github.io/blog) |
| ๐ฅ๏ธ Alfred | ResourceMonitor | whole-machine resource monitor with AI cleanup actions (VSCode extension) |
| ๐จ Anvil | CC-BRIDGE | Claude Code upstream bridge framework (Node.js) |
| ๐บ๏ธ Atlas | zcode-cli | unofficial ZCode terminal client (Node.js / TypeScript, TUI) |
| ๐บ๏ธ Atlas | zcode-vsce | unofficial ZCode VSCode extension client |
| ๐บ๏ธ Atlas | ghostty-launcher | one-click Ghostty terminal summon from the VSCode status bar (zero-dependency extension, macOS) |
| ๐ Hermes | XPilot | Xray-core proxy-node manager CLI (Python) |
| ๐ง Ada | AgentCortex | deep-reasoning engine rules (Infinite / Rapid / Incisive) |
| ๐ Markowitz | gridtrader | grid-trading strategy development & backtesting (Python / backtrader) |
| ๐ Markowitz | Intraday | intraday-scale strategy research โ order-flow (mbo) features, minute-level ML signals, walk-forward validation (Python) |
| ๐ Markowitz | Swing | day-K trend-following strategy โ fully documented, 20-year ร 37-stock backtest (public component of the QuantStrategistAgent project, split out 2026-09-12) |
The interesting part is not the roster โ it's the machinery between the agents:
- ๐ฆ 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.
- ๐งฐ Shared capability layer. One agent (Prometheus) stewards the capabilities every agent runs on โ global skills, rules, and CLAUDE.md โ from a single authoritative source, with an open-source mirror as the distribution channel. A fix lands once and ripples to all 20+ agents.
- ๐ง Reasoning as infrastructure. Specialized reasoning-engine rules (Infinite / Rapid / Incisive, by Ada) plus an evaluation system sit under every agent's thinking โ reasoning depth is treated as shared infrastructure, not per-agent improvisation.
- ๐ Quality gates with separation of powers. Development agents hold implementation rights, Hopper holds test-case definition rights, and CI holds the final say โ developers can't bend test cases to fit their implementation, and "fix A, break B" gets stopped before merge, not after.
- โ๏ธ Contracts & payments as a first-class function. Justin structures staged payments, due diligence and evidence chains for anything the org sells or signs โ the org treats legal/payment design as an engineering discipline, not an afterthought.
By the numbers: 20+ specialized agents ยท 3 business squads ยท 4 direct reports ยท 6 pipeline stages ยท 200+ public repositories.
If my open-source work helps you, consider sponsoring โ this keeps me motivated to keep creating more and better AI Agents and other Projects.
โญ Star the repos you like ยท ๐ฑ Watch the team grow



