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Rúben Modernoruben.moderno
Case Study — AI Agent System

I'm one person — I output like a team.

I built a team of AI agents that work for me 24/7: they publish across 9 platforms, research, find clients and measure results — every single day, without me hiring anyone. And I trust them because I see and control everything they do.

I want a system like this

I started because I wanted to create — not to sell.

I wanted to do more: write, film, stay close to the pillars that move me. But I'm one person, and I didn't have time to be everywhere. I'd publish in one or two places, and that was it.

So I built the first agent — just to help me publish more. It started small: it searched for quotes and turned them into a template.

And it didn't stop there. Every time something ate up my time, an agent was born to take it off my plate:

  • cutting my YouTube videos — picking the best moments, adding captions, making the covers with AI;
  • researching news from my pillars and building carousels;
  • telling the story of the projects I'm building;
  • replying to comments, so no one is left unanswered.

At some point, the idea changed scale: what if, instead of just creating content, I had a whole team finding clients? Today my agents comb the internet for people who need what I do and prepare the outreach — I just decide who to reach.

The result: I used to publish on one or two platforms; today I'm on nine. I had no business; today I'm building an agency — without hiring anyone. And I got back time for the part that matters to me: creating.

Live

Equivalent compute

Tokens consumed at public API prices vs monthly subscription

compute (30d)

tokens (30d)

of subscription

paid/mo

10

autonomous agents

25

active cron jobs

9

platforms

24/7

always running

The System

How the work flows: each agent prepares a step, I approve and close. Nebur coordinates the whole team and reports to me.

🧠Neburcoordinates & reports to me

Sites pipeline

🎯Hunter
⚒️Vulcan
👤Ruben
💼Hermes
👤Ruben

Hunter finds the business, Vulcan prepares a demo for me to show, I approve, Hermes preps the proposal — and the close is mine.

Content pipeline

🌱Seed
📊Augur
🌱Seed
·
💬Echo

Seed publishes, Augur reads the results and returns conclusions, Seed improves. Echo replies to comments.

The agents prepare the path. The decisions — approve and close — are always mine.

What they do

Each agent has its own specialty and personality. They share a common mindset. They work independently — and collaborate when needed or when Ruben asks.

Business team

live
🧠
NeburOrchestrator
live

The conductor. Keeps the whole team aligned, thinks the strategy, writes code and solves what's complex — and improves the system every week. He's what lets me run a whole fleet without micromanaging it.

🌱
SeedContent & Publishing
live

Gives me a presence on 9 platforms every day — quotes, clips, posts, news — without me touching a thing. Measures what works, tests thumbnails and only publishes what I don't block. On my own, I'd never be in so many places.

🔍
ScoutResearch & Intelligence
live

Keeps me always in the loop: scours the news across Livre.Mente's 6 pillars, cross-references sources and brings me only what matters. Learns from every choice I make and fine-tunes itself. A research department that never sleeps.

🎯
HunterLead Generation
live

Brings me clients while I work on something else: finds businesses that need a website or automation (Google Maps, Upwork, LinkedIn, Reddit) and prepares the outreach. I only decide who to reach — he never makes contact without my OK.

⚒️
VulcanSite building
live

Sets up the base of a demo — layout and stock images — so I can show the idea fast. The client's real photos and data only go in once they move forward. What used to take me hours gets done while I do something else.

💼
HermesSales prep
live

Prepares the sales proposal already speaking to the value, ready to go out. I review, adjust and send with one click — the close is always mine, the tedious work is already done.

💬
EchoCommunity
live

Doesn't leave a comment unanswered: drafts the right reply for each one and I approve before it goes out. A constant presence without me living glued to social media.

📊
AugurAnalytics
live

Tells me what's working and what isn't — reads the metrics and hands back actionable conclusions, instead of leaving me to guess in front of charts.

Personal agents

Kept separate from the team so it doesn't mix with work.

📈
AtlasPersonal health coach

My personal health coach, outside of work. Tracks habits and runs daily check-ins so I stay consistent — because productivity is worth nothing if I'm not well.

🪙
HypetradeTrading (personal)

Watches over a trading bot on Hyperliquid — read-only, isolated from the rest. A personal learning project, not a service.

Under the hood

Not a chatbot. A production infrastructure.

Memory I can read

Each agent has layered memory — identity, diary, learnings — in text I can open and read. It's not a black box: I know what each one knows, and they get better over time.

Each one sees only what's its own

Isolation proven, not promised: the content agent can't reach the sales one. It's what lets me trust them with real work without fearing leaks.

I approve what matters

Nothing irreversible — publishing, contacting a client, selling — goes out without my OK. Real autonomy, without ever losing control.

I know what they cost and what they're worth

A dashboard shows me how much the same work would have cost at API rates versus what I pay. I see, in numbers, just how much it pays off.

I control everything from one place

I switch each agent on and off and see what went right — and what failed — from anywhere. I went from "I hope it works" to "I can see it works".

Works when I'm not watching

Isolated containers, encrypted secrets and a watchdog that restarts a struggling agent — or calls me. Real production, not a demo.

Real results

Not theory. This runs every day on my server.

~100

agent sessions per day

Each cron job is an autonomous session

22

specialised skills

Publishing, SEO, thumbnails, research...

58

automation scripts

Navegador, analytics, tokens, cookies...

4x

content published per day

Quotes, news, BIP, clips

6

research pillars

Scout researches 2x/day on each pillar

0

intervention needed

Approval by silence within 2 hours

For your business

Want a system like this? I can build one tailored to you.

Content Automation

Full pipeline: creation, smart approval and publishing across 9+ platforms on autopilot. The same system I use daily.

€990 + €450/month

Popular

Multi-Agent System

Up to 3 specialised agents for your business: content, lead generation, research. With feedback loops and built-in self-improvement.

€2,900 + €1,200/month

Full Autonomous System

4+ agents with hierarchy, persistent memory, weekly self-improvement and dedicated infrastructure. The same system I use.

€5,900 + €2,400/month

I want a system like this

See all plans and pricing

I reply within 24 hours.

hello@rubenmoderno.xyz

Frequently asked questions

How long does it take to set up a system like this?

Content automation: 1-2 weeks. Multi-agent system: 2-4 weeks. Full autonomous system: 4-6 weeks. Depends on integration complexity.

What if the agents make mistakes?

You define the level of autonomy. Each action can be automatic or require your approval — publishing, contacting people, spending money. The agents have circuit breakers, iteration limits and full logs. You always have the final say.

Which platforms do they support?

Instagram, Facebook, X/Twitter, LinkedIn, TikTok, Threads, Bluesky, YouTube, Substack, Medium — and any platform with an API or accessible via browser.

Do I need technical knowledge?

Zero. I set up, configure and maintain everything. You interact with the agents via Telegram, WhatsApp or your preferred platform.

How much does infrastructure cost?

Server + AI tokens run around €50-150/month depending on volume. This cost is separate from the maintenance service.

Can I start small and scale later?

Exactly. Most clients start with Starter (1 agent) and scale as they see results. No long contracts.

Ready to automate?

Send me an email with what you need. I'll reply within 24 hours with a concrete proposal.

Starting at €990 (Starter) — no long contracts.

hello@rubenmoderno.xyz