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xhqing/README.md

๐ŸŒ English | ็ฎ€ไฝ“ไธญๆ–‡

Hi there ๐Ÿ‘‹ I'm Huaqing Xu

Building an AI Agent organizational structure & Open-source AI Agent team capabilities

ML ยท Data Science ยท Quant Trading ยท Agentic Trading ยท Digital Products ยท Blockchain

๐Ÿ‡ญ๐Ÿ‡ฐ Hong Kong ย ยทย  ๐Ÿ Pythonista ย ยทย  โค๏ธ Open Source & Geek mindset

followers ย  Sponsor ย  Profile Visits/day (14d)


๐Ÿš€ Flagship Project

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 carbonโ€“silicon 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["๐Ÿ‘ฉโ€๐Ÿ’ผ Kit<br/>Executive Assistant"]
    CEO --> Gatsby["๐Ÿฅ‚ Gatsby<br/>Community Manager"]
    CEO --> Hopkins["๐ŸŽฏ Hopkins<br/>Apply Optimizer"]
    CEO --> Justin["โš–๏ธ Justin<br/>Legal Agent"]

    CEO --> DP["๐Ÿ›๏ธ Digital-product sales squad<br/>Current lead: Huaqing Xu"]
    DP --> Scout["๐Ÿงญ โ‘  Scout<br/>Product Strategist"]
    DP --> Wright["๐Ÿ› ๏ธ โ‘ก Wright<br/>Producer"]
    DP --> Mason["๐Ÿ—๏ธ โ‘ข Mason<br/>Site Builder"]
    DP --> Buzz["๐Ÿ“ฃ โ‘ฃ Buzz<br/>Growth Marketer"]
    DP --> Vendy["๐Ÿ’ฐ โ‘ค Vendy<br/>Sales Ops"]
    DP --> Echo["๐Ÿ“Š โ‘ฅ Echo<br/>Analyst"]

    CEO --> TR["๐Ÿ“ˆ Investing & trading squad<br/>Current lead: Huaqing Xu"]
    TR --> Markowitz["๐Ÿ“ Markowitz<br/>Quant Strategist"]
    TR --> Victor["๐Ÿ“ˆ Victor<br/>Day Trader"]

    CEO --> INF["๐Ÿงฐ Infrastructure squad<br/>Current lead: Huaqing Xu"]
    INF --> Tinker["๐Ÿ”ง Tinker<br/>Patch Maintainer"]
    INF --> Prometheus["๐Ÿงฐ Prometheus<br/>Capability Steward"]
    INF --> Hermes["๐ŸŒ Hermes<br/>NetOps"]
    INF --> Anvil["๐Ÿ”จ Anvil<br/>Backend Engineer"]
    INF --> Atlas["๐Ÿ—บ๏ธ Atlas<br/>Full-stack Engineer"]
    INF --> Ada["๐Ÿง  Ada<br/>AI Algorithm Engineer"]
    INF --> Alfred["๐Ÿ–ฅ๏ธ Alfred<br/>Device Steward"]
    INF --> Hopper["๐Ÿž Hopper<br/>Test Engineer"]
Loading

Solid arrows = reporting lines ยท Repo links for every member in the roster table below.

AI AgentRoleRepoVisits/day (14d)
๐Ÿ‘” Direct reports to the owner โ€” not in any squad
๐Ÿ‘ฉโ€๐Ÿ’ผ KitExecutive AssistantExecutiveAssistantAgentKit Visits/day (14d)
๐Ÿฅ‚ GatsbyCommunity ManagerCommunityManagerAgentโ€”
๐ŸŽฏ HopkinsApply OptimizerApplyOptimizerAgentโ€”
โš–๏ธ JustinLegal AgentLegalAgentโ€”
๐Ÿ›๏ธ Digital-product sales squad โ€” pipeline: research โ†’ produce โ†’ build โ†’ traffic โ†’ sell โ†’ analyze
๐Ÿงญ ScoutProduct StrategistProductStrategistAgentScout Visits/day (14d)
๐Ÿ› ๏ธ WrightProducerProductProducerAgentWright Visits/day (14d)
๐Ÿ—๏ธ MasonSite BuilderSiteBuilderAgentโ€”
๐Ÿ“ฃ BuzzGrowth MarketerGrowthMarketerAgentBuzz Visits/day (14d)
๐Ÿ’ฐ VendySales OpsDigiVendAgentVendy Visits/day (14d)
๐Ÿ“Š EchoAnalystDataAnalystAgentEcho Visits/day (14d)
๐Ÿ“ˆ Investing & trading squad โ€” quant strategies & day trading
๐Ÿ“ˆ VictorDay TraderDayTradingAgentVictor Visits/day (14d)
๐Ÿ“ MarkowitzQuant StrategistQuantStrategistAgentMarkowitz Visits/day (14d)
๐Ÿงฐ Infrastructure squad โ€” shared foundations the whole team runs on
๐Ÿ”ง TinkerPatch MaintainerPatchClaudeAgentTinker Visits/day (14d)
๐Ÿงฐ PrometheusCapability StewardCapabilityManagerAgentPrometheus Visits/day (14d)
๐ŸŒ HermesNetOps EngineerNetOpsAgentHermes Visits/day (14d)
๐Ÿ”จ AnvilBackend EngineerBackendEngineerAgentAnvil Visits/day (14d)
๐Ÿ—บ๏ธ AtlasFull-stack EngineerFullStackEngineerAgentAtlas Visits/day (14d)
๐Ÿง  AdaAI Algorithm EngineerNeuralCoreAgentโ€”
๐Ÿ–ฅ๏ธ AlfredDevice StewardDeviceStewardAgentAlfred Visits/day (14d)
๐Ÿž HopperTest EngineerTestEngineerAgentHopper Visits/day (14d)

The team is organized into three squads by domain, with four direct reports outside them all:

  • ๐Ÿ‘ฉโ€๐Ÿ’ผ 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.
  • ๐Ÿฅ‚ Gatsby (Community Manager) โ€” direct report, not in any squad. Runs the owner's own WeChat community "AIๅ‰ๆฒฟ่ทจ็•Œไบคๆต็พค" (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.
  • ๐ŸŽฏ 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.
  • โš–๏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.
  • ๐Ÿ›๏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.
  • ๐Ÿ“ˆ Investing & trading squad โ€” Markowitz develops and backtests quant strategies; Victor is the day trader.
  • ๐Ÿงฐ 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.

๐Ÿ›๏ธ Digital-product sales squad: an artifact-relay pipeline

Running an end-to-end digital-product business: research โ†’ produce โ†’ build โ†’ traffic โ†’ sell โ†’ analyze. ๐Ÿ” 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:

  1. ๐Ÿงญ Scout sizes up trends, market, rivals and profit potential โ†’ an Opportunity Report (what to sell, to whom, at what price) โ†’ Wright.
  2. ๐Ÿ› ๏ธ Wright turns the report into a finished product โ€” Prompt packs, templates, ebooks, assets โ†’ Mason.
  3. ๐Ÿ—๏ธ Mason builds the storefront โ€” independent site, landing pages, payment integration โ€” and hands off ready-to-sell buy links โ†’ Buzz.
  4. ๐Ÿ“ฃ 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.
  5. ๐Ÿ’ฐ Vendy lists, prices, fulfills and supports across storefronts, closing the sale โ†’ sales data โ†’ Echo.
  6. ๐Ÿ“Š Echo attributes results to decisions and folds lessons into a playbook โ†’ feeds back to whichever pipeline stage needs it ยท ๐Ÿ” closing the loop.
Pipeline: โ‘  Scout โ†’ โ‘ก Wright โ†’ โ‘ข Mason โ†’ โ‘ฃ Buzz โ†’ โ‘ค Vendy โ†’ โ‘ฅ Echo

AI Agent-owned subprojects โ€” focused projects the agents maintain alongside their main repos:

AI Agent Subproject What it is
๐Ÿ‘ฉโ€๐Ÿ’ผ Kit xhqing this profile repo
๐Ÿ‘ฉโ€๐Ÿ’ผ Kit blog personal blog โ€” docsify static site (live at xhqing.github.io/blog)
๐Ÿ–ฅ๏ธ Alfred ResourceMonitor whole-machine resource monitor with AI cleanup actions (VSCode extension)
๐Ÿ”จ Anvil CC-BRIDGE Claude Code upstream bridge framework (Node.js)
๐Ÿ—บ๏ธ Atlas zcode-cli unofficial ZCode terminal client (Node.js / TypeScript, TUI)
๐Ÿ—บ๏ธ Atlas zcode-vsce unofficial ZCode VSCode extension client
๐Ÿ—บ๏ธ Atlas ghostty-launcher one-click Ghostty terminal summon from the VSCode status bar (zero-dependency extension, macOS)
๐ŸŒ Hermes XPilot Xray-core proxy-node manager CLI (Python)
๐Ÿง  Ada AgentCortex deep-reasoning engine rules (Infinite / Rapid / Incisive)
๐Ÿ“ Markowitz gridtrader grid-trading strategy development & backtesting (Python / backtrader)
๐Ÿ“ Markowitz Intraday intraday-scale strategy research โ€” order-flow (mbo) features, minute-level ML signals, walk-forward validation (Python)
๐Ÿ“ 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)

โš™๏ธ How the org runs

The interesting part is not the roster โ€” it's the machinery between the agents:

  • ๐Ÿ“ฆ 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.
  • ๐Ÿงฐ 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.
  • ๐Ÿง  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.
  • ๐Ÿž 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.
  • โš–๏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.


๐Ÿ› ๏ธ Tech & Focus


๐Ÿ“ฌ Connect

GitHub ย  WeChat ID ย  Email ย  RedNote ID


๐Ÿ’– Sponsor

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