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The Xaedros Briefing

Build AI that does the work you shouldn't be doing yourself.

A free monthly AI newsletter for business owners and operators, from the team that built Xaedros, an architectural super intelligence with a swarm of agents that grows with the work. One build you can copy, the news that changes how companies run, and the numbers behind it.

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The 1% problem

Most companies use a fraction of what AI can already do.

You are the strategist, the sales team, the fixer and the final say. Your people can execute, but nothing moves without you.

You probably already pay for ChatGPT or Claude. You open a tab, type a prompt, copy the answer and paste it where it goes, one task at a time. Meanwhile, most of the week is work AI can already take.

28 hrs

A week, per person. Up to 70% of employee time goes to work that current AI and related technology can already automate.

McKinsey Global Institute, 2023: 60 to 70% of employee time. 70% of a 40-hour week. Source

$68,272

A year, per person, in paid time spent on that work at the average U.S. employer cost of $46.89 an hour.

BLS, June 2026, × 1,456 hours. Source

A chat window takes one task while you watch. Getting those hours back takes agents that hold the work on their own. Every issue shows you how.

The standing team

An AI agent is a role, and it does a real job.

It is trained on your business, your voice, your process and your data. You stop babysitting prompts because it holds the work the way an employee would. Xaedros starts every company with five.

Director

Every request, yours or a customer's, enters here. It decides who owns the work, assigns it and answers to you for the result.

Researcher

Investigates leads, competitors and markets, so no decision gets made blind.

Closer

Runs every customer conversation in your voice with one objective: the booked job.

Accountant

Keeps every invoice, payment and margin accounted for, down to the dollar.

Influencer

Writes your social in your voice from what actually performed, and keeps the brand in front of your market.

The swarm

When the work outgrows the team, the team grows itself.

A hire adds 40 hours a week and one set of skills. A swarm adds exactly the specialists the work needs, when it needs them, and retires them when the job is done.

  1. Agents create the agents they need

    When a need comes up that nobody owns, an agent creates a specialist for it on the spot.

  2. New agents start out knowing what the team knows

    Each one inherits the team's approved patterns and every high-confidence learning in its domain, so it is useful from its first task.

  3. Specialists create specialists, three levels deep

    A hard problem gets as many agents as it needs, and the depth limit keeps growth from running away.

  4. Finished agents are retired

    Every spawned agent runs under its own daily cost ceiling and shuts down when its work is done.

Director at the core. Standing team in blue. Spawned specialists in mint, up to three levels out.
3Levels deep a swarm can spawn
30minBetween workload checks on every agent
3Independent critics score every message before a customer sees it
1Daily cost ceiling on every spawned agent
Why it's a super intelligence

Four things a chat window will never do.

Memory

Better than yesterday, every day

Every result is scored, every win is stored and every pattern gets used. Agents load what actually happened before they start again.

Review gate

Only your best work gets out

Three independent critics score anything headed to a customer for persuasion, clarity and voice. Weak work is rewritten or stopped.

Head office

It doesn't stop at "I can't"

A request your Director can't handle goes up to the head office Director, which decides whether it makes sense and builds the capability itself.

One record

Every agent works from the same truth

Customers, jobs, schedule, invoices and messages live in one record. A booking the Closer makes is already on the schedule the Accountant bills from.

Each issue breaks one of these down so you can build a version with tools you already own, or see how Xaedros runs it for you.

The math on your next hire

Before you hire for the busywork, run the numbers.

These are national averages across private industry, so they hold for a five-person shop or a five-hundred-person company.

$5,475

Average cost to recruit one non-executive hire, before their first paycheck.

SHRM Benchmarking, 2025. Source

$46.89

Average employer cost per hour worked, pay plus benefits.

BLS, June 2026. Source

$97,531

A year for one full-time seat at that rate, 40 hours a week.

$46.89 × 2,080 hours

58%

Of the workday spent coordinating work instead of doing the skilled work people were hired for.

Asana Anatomy of Work, 9,615 workers. Source

10people
280hours a week of work AI can already take
$682,800a year in paid time on that work, at the average rate

Recruiting one person costs about what Xaedros costs for a full year. A hire adds one person. Xaedros adds a swarm that grows with the work, set up in about 24 hours, month to month.

Estimates use the upper end of McKinsey's range, 70% of a 40-hour week, at the BLS average of $46.89 per hour. Xaedros at $499 a month. Your numbers will vary.

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Headcount or leverage

Two ways to grow a company.

The old way

  • You hire a person every time the work grows
  • The business moves only as fast as you do
  • Your best hours go to admin and follow-up
  • Revenue doubles and so does the stress

The new way

  • You build an agent once and it holds the work
  • It runs whether you are in the room or not
  • Your best hours go to the decisions only you can make
  • Revenue grows and your team stays focused on real work
Inside every issue

Short enough to read with coffee. Useful enough to act on that day.

The build

One agent, start to finish

A real workflow taken apart and rebuilt with AI. The prompts, the tools and the connections, so you can copy it into your own company.

The brief

AI news that changes operations

The releases and changes that affect how a business runs, with the hype stripped out and a line on what to do about each.

The numbers

One sourced stat, explained

A figure on time, cost or headcount from a real study, and what it means for your next hire.

Written by Rocco Vaglica Founder, Vaglica Group

I build on problems I have actually had. The follow-up that never went out. The front desk I couldn't afford yet. The report I kept meaning to pull.

I have spent about a decade building software and companies, and I still run a service business. Every week I watched good people lose hours to work that never needed a person, and every tool I tried answered a question and then forgot it.

So the team at Vaglica Group built Xaedros, an architectural super intelligence that automates operations and scales with the company it runs in. It learns from its own results every day, and it gets harder to replace the longer it runs.

The briefing is what we learn along the way. What worked, what broke and what it cost, written so you can use it whether or not you ever use Xaedros.

Who it's for

Owners and leaders about to make another hire.

You feel the pull between growth and headcount. You want leverage, not more hours, and you suspect your company could run better with a smarter team instead of a bigger one.

Any industry and any size. The same seats show up in a law firm, a warehouse and a clinic. The specifics change and the approach doesn't.

Questions

A few things people ask first.

Is it really free?

Yes. You give us an email and get one issue a month. No card and no trial.

Do I need to be technical?

No. If you can use ChatGPT or Claude, you can follow every build. The people who get the most out of it know their own operations well, not the ones who know the most about AI.

Is this a sales pitch for Xaedros?

Every build works with tools you can get today. Some things, like a swarm that spawns its own specialists or a head office that builds what your team asks for, only Xaedros does, and we show you those too.

I already use AI every day. Is this still for me?

Especially you. If you are opening a tab, typing a prompt and pasting the answer somewhere, that is the manual version. The briefing is about getting the work done without you in the middle of it.

Will this work for my industry?

Follow-up, research, reporting, content and hiring show up in every company. Each issue shows the pattern so you can map it onto your own work.

What do you do with my email?

We send you the briefing and first word on the live sessions. We never sell it, and every email has a one-click unsubscribe.

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