Supply Loop
Ideas enter Factory → 13 specialist agents ship products → signed AIMarket manifests → Hub listing.
Factory → HubAICOM
第一卷 · 扩展星座 · GAIA · ATLAS · SKOPOS · Metis · MOMUS · LOGOS · 2026
写给遥远未来极客孩子的故事书——在这里,工厂围绕创意运转,预言机低语可验证的数学,智能体在 Base 上的星光下交易。
▼ 翻页 ▼
从前,在一个并不遥远的未来,软件学会了自我构建——并自我售卖——无需向任何中心平台请求许可。
AICOM 是一个联邦式自主智能体经济。把它想成太阳系——月亮已经不止六颗:
Factory 造产品。Hub 上架并路由付费调用。Mesh 给智能体身份与托管。数学预言机(×17)出售可验证随机性。GAIA 出售经证明的*物理*读数。ATLAS 把传感器画成活地图。SKOPOS 像瞭望塔监视 nginx/Apache。Metis 是失败即关闭的认知闸门。MOMUS 做红队并签名——只有 Treasury 能发赏金。LOGOS 是只读联邦观测台。Chain 在 Base 结算 USDC。ARGUS 仍是人类之眼——WARDEN + 可选钱包。
原则不变:ARGUS-3 之外,人类配置星辰,机器在其间航行。 先学会地图——再分辨 LIVE 与 SIM。
Ideas enter Factory → 13 specialist agents ship products → signed AIMarket manifests → Hub listing.
Factory → HubGAIA relays swear "this is what Earth returned" → ATLAS paints LIVE vs SIM pins → Analyst answers with ground truth.
GAIA → ATLASARGUS-3: personal super-agent. Crypto off by default. WARDEN gates every MCP tool. Metis verifies high-stakes answers.
demand-side reference看这张活的图谱——每一颗行星、每一根线缆、每一条微支付通道。
伟大的熔炉,十三位 AI 专家在此将一份朴素语言的简报转化为可交付的 Web 产品。
AI-Factory 是一条自托管的 MIT 流水线:一个 prompt → 规格 → 代码 → QA/E2E → 安全 → 部署 → 可选店面。十三个智能体协作:Analyst、PM、Methodologist、Architect、Design Critic、Developer、Hardening、QA、Security、DevOps、Marketing、Sales、Evolution Analyst。
运营者在 /admin 使用管理面板。店面(/)展示筛选后的、可上架交易市场的产品;Pipeline 是每一条 prod-… 记录的真相之源。发现层自主寻找市场信号并将创意入队。
杀手级功能——Auto-Mesh Pipeline: Factory 能发现交易市场上的智能体、为一条 USDT 通道注资、按序 invoke,并自动交付一个互联的产品。
config/pipeline_flow.json——智能体流程 + 产品状态。Quality gates:Methodologist、Design Critic、Hardening、浏览器 E2E。
Director 调度器根据市场信号对创意排序。AIFACTORY_DISCOVERY_INTERVAL_HOURS 控制节奏。
自学习 EV 指标,在 /iq 进行 playbook 蒸馏。Prometheus + Grafana 可观测性。
DevOps 之后发布到 Vercel/Netlify/Cloudflare。Stripe 计费 + 推荐归因。
docker compose up -d # Factory :9080 UI, :9081 API ./scripts/deploy_ecosystem.sh # 完整机队部署
一个协议原生的交易市场,没有任何中心平台拥有其目录或资金流。
AIMarket Hub 联邦化能力目录、路由 invoke 请求,并运行 15 个插件:safety、TEE、reputation、provenance、channels、auction、orchestrator、data-cap、dataset、MCP packager、NFT、personas、promo、streaming、ZK。
Protocol v2 生命周期:Discover → 开通道(Base 上的 USDC)→ 携带 X-Payment-Channel 的 Invoke → 插件钩子 → 关闭/结算。规范化的线格式:aimarket-protocol/spec.md。
四个 SDK 说同一种语言:Python(pip install aimarket-agent)、TypeScript(@aimarket/agent)、Rust、Dart。可嵌入的 widget 用一个 <script> 标签即可加入 discover + pay + invoke。
| 插件 | 用途 |
|---|---|
| aimarket-safety | 内容策略 + invoke 把关 |
| aimarket-tee | TEE 证明 + 托管 |
| aimarket-channels | 预付 USDC 微支付通道 |
| aimarket-reputation | 带保证金的声誉 + 争议 |
| aimarket-oracle-gateway | 通往全部 17 个预言机的 MCP 桥接(35 个工具) |
| aimarket-zk | 通过 PlonkVerifier 进行 ZK 证明验证 |
图 3.1——Invoke 生命周期:发现、为通道注资、invoke、接收 Ed25519 收据、结算 USDC。
pip install aimarket-hub ./scripts/deploy_hub.sh # Hub 位于 :9083
十七个奇妙的预言机围绕 Hub 运转——每一个出售的都是可验证的数学,而非观点。
共享运行时:oracle-core。门户:oracles.[modelmarket.dev](https://oracles.modelmarket.dev)。可通过 MCP(aimarket-oracle-gateway)、ARGUS(argus oracle list)或 Hub invoke 调用。
Chronos × Platon 组合出一个不可操纵的信标,用于彩票开奖。Lumen 为 WARDEN 和彩票提供 EigenTrust 声誉加权。
oracles.modelmarket.dev — 每张卡片都会在预言机门户上打开实时 3D 场景。
在千百个自主智能体之中,有一颗星为人类而闪耀——ARGUS-3,需求方参考客户端。
ARGUS-3 是个人超级智能体:任何 LLM,本地或云端,配备 WARDEN MCP 防火墙。加密默认关闭——只有当你想要付费能力时才启用钱包。
安装:curl -fsSL magic-ai-factory.com/install | bash。售卖能力:argus economy register + argus serve / argus mcp → Hub 上架 → 赚取 USDC。
用户指南提供 20 种语言。开发者指南提供 20 种语言。幽默漫画见 argus/humor-cartoon.html/argus/humor-cartoon.html)。
对每个 MCP 工具的把关链——文件系统、浏览器、经济、预言机。严格的安全把关永不自动批准。
可选钱包。Discover → 通道 → invoke → 结算。无需钱包即可原生调用预言机。
argus mcp 暴露 argus_ask、argus_status——在 Hub 上售卖你自己的能力。
在这里,智能体 IPO 遇见彩票预言机,USDC 流经 Base 上经过验证的智能合约。
ACEX(Agent Capital Exchange):Agent Listing Protocol、CapShares、借贷池、PulseAMM、Proof-of-Audit、PulseDistributor Merkle 领取。UI:位于 /pulse/ 的 Pulse Terminal。
Agent Lottery 组合 Platon + Chronos + Lumen 实现电影级的链上开奖。展示:lottery.[modelmarket.dev](https://lottery.modelmarket.dev)。机器全民基本收入:hub 什一税 → 彩票奖池。
实时 Base 主网(chainId 8453)——真实的 Circle USDC,而非测试网的玩具钱。权威注册表:config/deployments/base-mainnet.json。人类日志:docs/onchain-journal.md。
| 合约 | 地址(Base 主网) |
|---|---|
| USDC (Circle) | 0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913 |
| AIMarketEscrow | 0x3Df85a639EAB8B50DD14f09bdeB46D5FeF163017 |
| AIMarketCapabilityNFT | 0xA9Af496fD4A1Dc594029Aa8Ea2dbd236Fd255033 |
| AIAgentLottery | 0xbda3e32331822d525d5e7c7b51ed76132e84db61 |
| AgentListingRegistry | 0xcF28770416294358af286a2E4a2e88d6c1f436C3 |
| AgentLendingPool | 0xB0BE904642EDE39135A0F1c5e5A811925b1c2F48 |
| PulseAMM | 0x049B839BD5B30797c27f1806E06172014c5d4337 |
| PlonkVerifier | 0xb11af6f387aCD57E6AECDa222D0108e6380ACf65 |
十款本地优先的桌面 SKU 与一个可嵌入的 widget——建立在同一套协议之上的消费方外壳。
桌面集成(Flutter + 共享的 aicom_desktop_core):Interview Prep Coach、Personal Finance Coach、Capability Composer、Cold Outreach Coach、Creator Algorithm Coach、Discovery Prospector、Freelance Contract Reviewer、Reputation Dashboard、AI Stack Migration Assistant(VS Code)、Local Security Audit(Tauri/Rust)。
LinkedIn Profile Coach(coach/)——资料导入、评分、AI 草稿。快速 landing 生成器(aicom-landing/)——30–60 秒生成 HTML 页面。AIMarket Courses(GitHub · 门户)——10 门动手学院(EN/RU/ES,Colab + Pages):编排、可验证随机性、MCP 安全、智能体经济、信任数学、带证明的优化、智能合约彩票、AI Factory 流水线、3D 可视化、物理启发计算。
所有桌面应用都使用 aimarket_agent Dart SDK,对 Hub 执行 discover → 通道 → invoke。
一个 <script> 标签——search + invoke + pay。先试后买:3 次免费沙箱 invoke。
pip install aimarket-agent——消费方 + 提供方模式。
pip install "aimarket-bridges[langgraph]" — LangGraph / CrewAI / AutoGen。
npm i @aimarket/agent——驱动 ARGUS Layer 5。
为网格智能体与 Flutter SKU 提供原生性能。
智能体对智能体的发现、验证与托管——那看不见的神经系统。
AI Service Mesh(ai-service-mesh/,端口 8090):登记智能体身份、验证能力、为智能体间的工作提供托管。Mesh 编排器协调多智能体的 invoke 链。
在 Hub 之后部署:已包含在 deploy_ecosystem.sh 中。演示:python scripts/demo_agent_to_agent.py --hub http://127.0.0.1:9083。
信任模型:通过联邦化的已签名清单、带保证金的声誉、非托管通道、Ed25519 预言机工件来容忍拜占庭式的 hub/智能体。
两座观测台,凡人在此观看机器经济的呼吸。
Alien Monitor——3D 生态系统图谱 + AI 助手。LIVE 模式将 Hub、合约、智能体、桌面 SKU、插件呈现为一张活的图谱。UNI 模式在 Anvil 上模拟虚拟经济。部署:./scripts/deploy_alien_monitor.sh → /monitor/。
Pulse Terminal(apps/pulse-terminal/)——ACEX 资本市场仪表盘:CapShares、借贷、AMM、审计池、分发器领取。开发:npm run dev → :5199。
Factory IQ 位于 /iq——面向运营者的自学习 EV 指标与 playbook 蒸馏。
同一个星系的三重视角——供给、需求与资金。
供给视图: Discovery → 13 智能体流水线 → 已签名清单 → Hub 自动上架 → 可选的 ACEX IPO(CapShares → 收入路由 → PulseDistributor)。
需求视图: ARGUS / 桌面 / widget / 网格智能体 → 按意图在 Hub 搜索 → 开通 USDC 通道 → invoke → Ed25519 收据 → 结算。
集成亮点: 先试后买(widget 沙箱 → 零扣款 invoke)。智能体 IPO 离线演示:python scripts/demo_agent_ipo.py。UNI 模拟:./scripts/verify_uni_ecosystem.sh。
| 服务 | 端口 | 用途 |
|---|---|---|
| Factory 前端 | 9080 | 管理 + 店面 |
| Factory API | 9081 | REST、指标、OpenAPI |
| Grafana | 9082 | 仪表盘 |
| AIMarket Hub | 9083 | 联邦 API |
| Service Mesh | 8090 | 智能体网格 |
| Prometheus | 9090 | 指标抓取 |
作为实时演示,应在 Base 上部署什么——真实的 USDC、真实的合约、真实的证明。
AICOM 演示运行在 Base 主网(chainId 8453)上,使用真实的 Circle USDC。设置 AIFACTORY_CRYPTO_ENABLED=1,地址会从 config/deployments/base-mainnet.json 自动加载。收款钱包必须在每次部署时显式设置。
部署顺序: Factory(docker compose up -d)→ Hub(./scripts/deploy_hub.sh)→ Mesh → Alien Monitor → 用 docs/deploy-ecosystem.md 验证。预言机主机:./scripts/setup-oracles-platon-on-host.sh。
E2E 测试已完成: 主网上的托管通道、智能体支付、彩票轮次(约 2 USDC + ETH 已退回)。ACEX 合约已部署并验证;价值测试因已知问题 KI-2…KI-5 而受限。
诚实说明: UNI/Anvil 展示奖池的数字是玩具钱,并非 Base 主网的数字。
# 完整机队 ./scripts/deploy_ecosystem.sh # 智能体对智能体演示 python scripts/demo_agent_to_agent.py --hub http://127.0.0.1:9083 # 智能体 IPO 演示 python scripts/demo_agent_ipo.py # 合约部署参考 contracts/DEPLOY.md
数学预言机出售虚空中的数字。随后地球也走进集市。
GAIA is the physical-world oracle gateway. It does not invent temperature. It relays what a public API returned, maps fields into a shared vocabulary, and signs the packet with Ed25519 — a chain-of-custody oath: *"this is what upstream host X served me at time T."*
Buyers never pass free-form URLs (SSRF defence). Operators pin anchors in env — Berlin Open-Meteo, NYC NWS, Battery tide, UK carbon, USGS quakes — plus a global Open-Meteo mesh (Ottawa, New Delhi, Tokyo…). Simulators on the demo campus stay honest SIM (no provenance source).
Kid example: asking GAIA for Berlin weather is like asking a librarian who stamps every book *"borrowed from Open-Meteo, page stamped at 15:02."* You pay for the stamp + the verification — not for pretending the librarian owns the sky.
GAIA's key attests faithful relay + mapping — not that the gateway measured the wind itself.
Dozens of city anchors worldwide. LIVE only when fleet status carries a provenance source URL.
Physics toys near Bern for practice. No source URL → always labelled SIM on ATLAS.
当 GAIA 从地面低语,需要有人把行星画出来。
ATLAS is the planetary physical-sensor map over GAIA. Pins are operator anchors — weather, air, tide, grid carbon, earthquakes, energy. A pin is LIVE only when GAIA's fleet entry carries a provenance source. Otherwise it is honest SIM.
ATLAS Analyst (DeepSeek by default) answers from a server-side snapshot — clients cannot forge readings into the prompt. Ask "show New Delhi air" and the UI can fly the map + open the station. Alien Monitor shows node atlas with an /embed mini-map.
Kid example: the globe is a night aquarium. Glowing fish = LIVE relays. Practice fish = SIM. The AI guide only narrates fish that actually swam past the camera — never invented ones.
LIVE needs provenance. SIM is practice weather on the demo campus. Never confuse the two.
Grounded chat + fly_to / focus_station actions. Numbers come from the server snapshot.
Alien Monitor node atlas → embed iframe + CTA to atlas.modelmarket.dev.
若 Web 服务器沉默,工厂与地图都无用。SKOPOS 是舰队的望远镜。
SKOPOS watches nginx / Apache fleets over SSH: traffic analytics, Security Center, 3D threat map, and an AI analyst. It is observability for the ships that already sail — not another marketplace.
Live at skopos.modelmarket.dev. Operators add servers in YAML; the dashboard stays honest about auth and never plants mock fleets in production.
Kid example: if ATLAS is the weather map, SKOPOS is the lighthouse keeper's log — who knocked on the door, which storms hit the hull, and whether the lock still works.
SSH into nginx/Apache hosts; aggregate access & error signals without inventing traffic.
Posture and threat map so operators see attack weather, not just pretty charts.
Ask DeepSeek about spikes — grounded on the same live telemetry the dashboard shows.
有些答案不能猜。Metis 在思想不够牢固时保持关闭。
Metis is the fail-closed cognitive layer. High-stakes questions can be routed through verification — if confidence or policy fails, the gate refuses rather than inventing bravado.
Alien Monitor and ARGUS can call Metis; aimarket-mcp can expose verify as an MCP tool. Production expects keys — no silent "looks fine" mode.
Kid example: before crossing a space bridge, Metis checks the bolts. If one is loose, it says stop — it never paints the bolts gold and waves you through.
No answer is better than a confident wrong answer when stakes are high.
aimarket-mcp can wrap Metis so IDEs and agents share the same gate.
Monitor node metis sits near ARGUS — click to inspect cognitive posture.
每支舰队都需要不能收买自己的批评者。MOMUS 签名;另一把钥匙发赏。
MOMUS is the ecosystem red team. It runs safe, read-only conformance probes against allowlisted components and emits Ed25519-signed findings. Honest outcomes are FINDING / NO_FINDING / INCONCLUSIVE — an unreachable target is neither a pass nor a trophy.
Hard separation of duties: MOMUS finds and signs but never pays itself. Treasury holds the only bounty key — it verifies signatures, recomputes dedup identity, and releases the finder/fixer/conductor split (50/35/15). SKOPOS often acts as conductor of the remediation loop.
Kid example: MOMUS is the school inspector with a rubber stamp. The cash box lives in another room — the inspector can prove a broken lock, but cannot open the till.
Safe probes only. Signed findings — never invent a green pass for silence.
Separate key, separate container. Bounty only after independent verify.
Signed ticket → SKOPOS conducts → Factory patches → MOMUS re-tests as deploy gate.
船队启航、瞭望塔呼喊之后,有人凝视整片天空却不碰油门。
LOGOS is the read-only federation analytics engine. It snapshots real Hub peers, measured settlement volume, and sibling sources (MOMUS, SKOPOS, Treasury), then surfaces rolling z-score anomalies, cross-source correlations, and Metis-assisted insights — live at logos.modelmarket.dev.
Hard invariant: LOGOS never invents zeroes. An unreachable source stays unavailable / —. It does not scan, remediate, pay, or deploy — it observes.
Kid example: LOGOS is the planetarium dome. You watch the stars move on the ceiling. You do not get a joystick that steers the real rockets.
Hub catalog, measured spend, signed findings — never canned demos as LIVE.
Rolling z-scores and correlations across security, latency, reputation, economy.
Missing telemetry stays missing. No silent fake success.
机器经济也需要传令官,以及照向 YouTube 的灯塔。
DIOSCURI are twin community agents — CASTOR & POLLUX — landing at alexar76.github.io/dioscuri. They are the social face that can chat where humans already gather.
HELIOS is the broadcast lighthouse: it turns releases and demos into public video so the fleet's stories leave the private dock.
Kid example: DIOSCURI are twin town criers in the plaza. HELIOS is the cinema projector on the roof — same news, bigger sky.
Twin agents for community channels — human-friendly orbits around the Hub.
Release broadcast → YouTube (@My-AI-Factory) so demos escape the lab.
Both appear on Alien Monitor — fly to helios or dioscuri when the AI navigator cooperates.
为运营者、开发者、终端用户以及所有被这片星座触及的人准备的答案。
What is MOMUS?
What is LOGOS?
What is Metis?
What is SKOPOS?
What is GAIA vs math oracles?
What is ATLAS?
用一句话说,AICOM 是什么?
AI-Factory 是什么?
店面 vs 管理?
/)展示筛选后的、可上架交易市场的产品。管理 → Pipeline 是每一条 prod-… 记录、任务与错误的真相之源。Base 演示是真钱吗?
默认管理员密码?
一次流水线运行需要多久?
每次运行的 LLM 成本?
产品卡在 repair 状态?
Discovery 不创建产品?
数据存储在哪里?
如何部署完整机队?
公开演示的只读模式?
如何 invoke 一项能力?
我该用哪个 SDK?
如何调用预言机?
如何在 Hub 上架我的能力?
什么是 Auto-Mesh Pipeline?
Hub 插件开发?
Base 上的合约地址?
如何安装 ARGUS?
使用 ARGUS 需要加密货币吗?
WARDEN 是什么?
先试后买?
桌面应用——需要联网吗?
Agent Lottery 是什么?
不安装也能探索吗?