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Cairo by ColomboAI

Cairo's Autonomous Companies
The open platform where autonomous companies are built, deployed, and scaled.
From agents to autonomous companies.

🌐 Launch WebUI — cairo.colomboai.com   •   ⬇️ Download Desktop App   •   𝕏 Follow @ColomboAI

v2.0.0  |  macOS · Windows · Linux  |  WebUI Live Now ✅


🎬 See Cairo in Action

Cairo demo showing the creator dashboard and autonomous company marketplace flow

▶ Try Cairo live


🚀 What Comes After Agents

AI employees were the preview. Autonomous companies are the real category.

Cairo turns AI from a tool you use into a company that operates.

  • Launch full AI companies, not isolated agents
  • Run departments, operators, workflows, and governance in one platform
  • Connect to real apps, take real actions, and operate 24/7
  • Start from a template and deploy in minutes

Turn AI into real companies — assign goals, launch departments, compound capabilities, and scale execution without babysitting.


🧠 The Shift Everyone Missed

LLMs        →  you talk to AI
Agents      →  AI does one task
Assistants  →  AI helps you work
                        ↓
Autonomous Companies  →  AI IS the company  ✅

Cairo is the first platform where you define a company, deploy it, and let it operate itself — 24/7, with real actions, real integrations, and real governance.

Why this matters now:

  • Agents are saturated
  • Copilots are saturated
  • Workflows still need humans everywhere
  • The next frontier is software that operates like a company

Cairo is that frontier.


🚀 Try It Right Now

🌐 No install — use the live WebUI

https://cairo.colomboai.com

Open your browser. Sign in. Start building.

💻 Or download the desktop app

Platform Download
🍎 macOS Download from Cairo
🪟 Windows Download from Cairo
🐧 Linux Download from Cairo

Cairo auto-updates. When a new version ships, you'll be notified in-app — one click to upgrade.


🏗️ What You Can Build in Minutes

Cairo ships with a real AI Marketing Agency template out of the box. Here's what it does autonomously:

payment_received event fires
        ↓
billing_operator validates payment  (autonomous, LOW risk)
        ↓
outreach_operator composes email    (requires your approval)
        ↓
Gmail sends via Composio            (100+ app integrations)
        ↓
KPI dashboard updates               (emails_sent++)

No code. No infrastructure. No team. One company definition file.

Other companies you can build today:

Company Type What It Does
AI Legal Company Reviews contracts, flags risks, drafts responses
AI Sales Org Qualifies leads, sends outreach, tracks pipeline
AI Marketing Agency Runs campaigns, processes payments, sends emails
AI Recruiting Firm Screens candidates, schedules interviews, sends offers
AI Accounting Company Processes invoices, tracks spend, generates reports
AI Customer Support Handles tickets, escalates issues, closes loops
AI SaaS Operator Manages onboarding, billing, and retention automatically

⚙️ How Cairo Works

Cairo turns AI into operational systems — not chat windows.

Skills → Plugins → Operators → Departments → Autonomous Company
Layer What it is
🧩 Skills Atomic capabilities: generate contracts, analyze data, send emails, query APIs
🔗 Plugins Domain orchestration: legal plugin, marketing plugin, finance plugin
🤖 Operators Active AI workers running 24/7: sales operator, legal operator, support operator
🏢 Departments Coordinated execution layers: Sales, Marketing, Ops, Finance, Legal
🌍 Autonomous Company Full org that takes actions, responds to events, coordinates internally, operates continuously

🔥 The Engine Under the Hood

ACDL — Agentic Cognitive Design Language

Define companies like code. Human-readable, machine-validated, diff-friendly.

---
type: company
id: ai_marketing_agency
version: "1.0"
departments:
  - billing_department
  - outreach_department
policies:
  - payment_approval_policy
kpis:
  - payments_processed
  - emails_sent
---

ACE — Autonomous Company Engine

Executes your company. Manages operator lifecycle, workflow orchestration, governance enforcement, kill switches, and KPI monitoring.

# Every operator runs this loop — continuously
while operator.status == "active":
    signals  = observe()
    context  = load_memory(signals)
    decision = decide(signals, context)
    action   = policy_guard(decision)   # governance check
    result   = act(action)
    write_memory(result)
    emit_events(result)

UAPE — Universal Autonomous Process Engine

Provides the execution substrate for long-running autonomous work. UAPE coordinates multi-step reasoning, tool use, state transitions, and recovery paths so operators can keep moving from intent to outcome without fragile one-shot flows.

intent → plan → execute → verify → adapt → continue

DCRS — Dynamic Capabilities Retrieval System

Finds the right skills, tools, plugins, and operator capabilities at runtime. DCRS lets Cairo retrieve what an autonomous company needs in the moment instead of hard-wiring every possible action path ahead of time.

signal arrives → retrieve relevant capabilities → rank best actions → pass to operator loop

EIL — Event Intelligence Layer

Makes your company reactive to the real world.

IF payment_received    → trigger billing workflow
IF lead_created        → trigger sales outreach
IF churn_risk_detected → trigger retention campaign
IF support_ticket      → trigger resolution operator

Memory + State

Your company remembers every interaction, adapts to patterns, and improves over time — powered by Mem0 long-term memory.

Governance Built In

Every action passes through OPA policy checks before execution. Destructive actions (send email, delete, payment) require explicit human approval. Kill switches stop everything in under 2 seconds.


🤖 MC-1 LLM AI. Full Power.

MC-1 is ColomboAI's proprietary AI reasoning engine — the brain behind every autonomous action Cairo takes. This isn't a wrapper around a third-party model. MC-1 is purpose-built for operational AI execution: thinking in roles, acting in structured steps, and recovering from failure without human intervention.

How MC-1 powers every part of Cairo

Where in Cairo What MC-1 does
Operator loops Runs the observe → decide → act → verify cycle for every operator, continuously, 24/7
Role-aware reasoning Each operator gets a prompt scoped to its department, tools, memory context, and risk class — not a generic chat prompt
Structured action output Returns compose / tool_call / research / plan / inform / wait — executable decisions, not free-form text
Company generation When you describe a company idea, MC-1 enriches the ACDL bundle — naming departments, operators, and wiring integration manifests
Natural language edits Tell Cairo "add a finance department" — MC-1 applies the change to the live company definition
Workflow execution Drives multi-step workflow DAGs — each step reasoned, verified, and logged before the next fires
Replanning on failure If an action fails, MC-1 replanner rewrites the plan and retries automatically — zero human intervention
Outcome verification After every tool call, MC-1 verifies the result before writing to memory or emitting downstream events
Concurrent load management MC-1 Gate reserves 3 slots for live user chat + 12 for background operators — user experience is never starved
Fallback resilience If the primary MC-1 call times out, a direct fallback fires instantly — operators never freeze or drop tasks

MC-1 inside a live operator

Operator wakes on event signal
        ↓
MC-1 receives: role + memory context + available tools + conversation history
        ↓
MC-1 decides: tool_call → Composio Gmail
        ↓
Governance check: OPA policy gate (LOW / MEDIUM / HIGH / CRITICAL)
        ↓
Action executes → MC-1 verifies outcome
        ↓
Result written to Mem0 long-term memory
        ↓
Downstream events emitted → next operator wakes

MC-1 is OpenAI API-compatible — the entire Cairo operator stack is portable and future-proof.


🔌 100+ App Connects

Cairo operators can take real actions across your entire stack:

Communication — Gmail, Slack, Telegram, DingTalk, Lark (Feishu)

Productivity — Notion, Google Docs, Google Sheets, Jira, Linear

Sales & CRM — Salesforce, HubSpot, Pipedrive

Dev Tools — GitHub, GitLab, Jira, Linear

Finance — Stripe, QuickBooks

And 90+ more — if it has an API, Cairo can use it.


🛠️ Built-In Skills — Ready to Use

Cairo ships with a full skill library. No setup required.

Skill What it does
🌐 Web Search Real-time web research
🧠 Memory Persistent cross-session knowledge
📊 Excel / BI Analyze and generate spreadsheets
📄 PPTX Generator Create presentations from prompts
📝 DOCX Generate formatted Word documents
🖼️ Image Generation AI image creation
🔍 Browser Automation Control web UIs autonomously
📋 PDF Processing Extract, analyze, convert PDFs
📈 Mermaid Diagrams Auto-generate flowcharts and diagrams
🛒 Form Fill Autonomously fill web forms

📡 Access Cairo From Anywhere

Cairo isn't just a desktop app. It's a platform you can reach from any device.

  • WebUIcairo.colomboai.com — use from any browser, any device
  • Desktop App — native Electron app for macOS, Windows, Linux
  • Telegram — chat with your Cairo operators directly from Telegram
  • DingTalk — AI Card streaming with automatic fallback
  • Lark / Feishu — enterprise collaboration via Feishu bots
  • REST API — integrate Cairo into your own products via /v1/cairo/chat

⚔️ Cairo vs Everything Else

Claude Code, Claude Coworks, and OpenClaw represent a major leap in agentic software. They help developers, teams, and companies move faster.

But they are still tools people use.

Cairo is the leap after that.

It is not another agentic assistant.
It is not another coworker layer.
It is not another toolkit for chaining prompts and tools.

Cairo is the platform where autonomous companies are created, deployed, and operated as full-fledged autonomous companies.

This is the next logical advancement in AI innovation:

chatbots → copilots → agents → agentic tools → autonomous companies

The winners of the next era will not just use AI better.
They will build companies that run on AI natively.

Claude Code Claude Coworks OpenClaw Cairo
What it is Agentic coding tool for individual developers Agentic collaboration tool for teams and companies Open agentic tool framework for builders and operators Autonomous company platform
Primary model Human directs AI to complete tasks Humans coordinate AI coworkers across workflows Humans assemble and run agentic systems Humans define a company, Cairo operates it
Best for Coding, debugging, and shipping features faster Team productivity and assisted execution Custom agent infrastructure and experimentation Building, launching, and scaling full autonomous companies
Works as a full company
Runs departments and operators 24/7 Partial Partial
Multi-department coordination Limited Manual
Real app integrations Limited Limited Manual setup ✅ 100+ via Composio
Governance and approval gates Limited Limited Manual ✅ Built-in OPA
Long-term memory and company state Limited Limited Manual ✅ IMP (Isolate Memory Protocol)
Kill switch and runtime controls Manual ✅ Stops in <2 seconds
Desktop + WebUI + API Partial Partial Framework-dependent
Strategic outcome Better agentic assistance Better AI teammates More flexible agentic tooling The next stage beyond agentic tools: autonomous companies as a new computing platform

🌍 Why This Matters

For the first time in history:

👉 Anyone can build a company — no hiring, no infrastructure, no ops team
👉 Anyone can operate a company — define it once, it runs itself
👉 Anyone can scale a company — add operators, not headcount

Before Cairo:  build product → hire team → manage ops → scale manually
With Cairo:    define company → deploy → operate autonomously → scale infinitely

🏪 Autonomous Company Marketplace — Live Now

Cairo has a fully live marketplace where you can browse, install, and run autonomous companies in one click — no setup, no configuration, no code.

How it works

Browse marketplace → click Install → company deploys instantly
        ↓
ACE runtime starts all operators automatically
        ↓
Company is live — running 24/7 on your account

What the marketplace gives you

Feature What it does
Browse & search Filter by category, pricing model, rating, or featured — with 30s cached results for instant load
One-click install Hit Install → Cairo validates the bundle, deploys the ACE company, starts all operators automatically
Free & paid companies Free companies install instantly. Paid companies go through Stripe checkout
Creator publishing Build your own autonomous company and publish it to the marketplace for others to use
Version history Every listing tracks versions with changelogs — installed users get notified when updates ship
Ratings & reviews 1–5 star reviews on every listing — community-driven quality signal
Creator dashboard Track installs, earnings, and payout history from your creator dashboard
Auto-repair If an install loses its runtime connection, Cairo auto-repairs it — no manual intervention
Uninstall cleanly Uninstalling stops all operator loops and archives the company — no orphaned processes

Deep link support

Every marketplace listing has a shareable URL and a Cairo deep link:

https://cairo.colomboai.com/marketplace/{company-slug}
cairo://marketplace/{company-slug}

Share a company. Anyone with Cairo can install it in one click.


💰 Build & Sell Autonomous Companies — Creator Economy

Cairo isn't just a platform to use autonomous companies. It's a platform to build and sell them.

If you can define a company that solves a real problem, you can publish it to the marketplace and earn every time someone installs it.

Creator flow

Build your company (ACDL bundle)
        ↓
Save as private — test it on your own account
        ↓
Publish to marketplace (free or paid)
        ↓
Other Cairo users install it → operators run on their account
        ↓
You earn 70% of every sale — Cairo takes 30%

Revenue split

Who gets it Cut
You (creator) 70% of every sale
Cairo platform fee 30%

Payouts tracked in your creator dashboard. Full payout history available.

What creators get

Tool What it does
Creator dashboard See total installs, total earned, and pending payout across all your listings
Listing management Create, edit, publish, unpublish, or resubmit listings at any time
Version publishing Ship updates to your company — all active installs get notified automatically
Private listings Keep a company private for your own use, or share it selectively before going public
Pricing control Set your own price in USD — free or paid
Payout history Full breakdown of gross, platform fee, and net per transaction

Listing lifecycle

DRAFT → PRIVATE → PUBLISHED
                      ↓
              users install & rate
                      ↓
           creator earns 70% per sale
                      ↓
        publish new version → installs notified

Creators can unpublish, resubmit after suspension, or deactivate at any time — existing installs keep running.


🔒 Security & Governance

Cairo is built for production from day one:

  • Every action passes through OPA (Open Policy Agent) policy checks
  • Destructive actions (send email, delete, payment) require explicit human approval
  • Kill switches halt all operator loops within 2 seconds
  • Tenant isolation — cross-tenant event routing is architecturally impossible
  • Audit trail — every decision, action, and outcome is logged
  • Rate limiting — Redis token bucket with in-memory fallback
  • Local data — desktop app stores all data in local SQLite, nothing uploaded without your consent

📦 Tech Stack

Layer Technology
Desktop Electron + React 19 + TypeScript
WebUI Next.js (live at cairo.colomboai.com)
Backend FastAPI (async Python)
AI Brain MC-1 by ColomboAI (OpenAI-compatible)
Memory Mem0 + ChromaDB
App Connects Composio (100+ apps)
Policy Engine OPA (Open Policy Agent)
Code Execution E2B cloud sandboxes
Browser Automation browser-use
Observability OpenTelemetry + Prometheus + Sentry
Deployment Docker + GCP Cloud Run

⭐ If Cairo is useful to you

Star this repo — it helps more builders discover Cairo and join the movement.

Every star tells us: keep building.


📬 Stay in the Loop


→ Launch Cairo Now  ·  → Download Desktop App

Build companies that build themselves.

© 2026 ColomboAI Inc. All rights reserved.

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