Merlino AI / The Orchestra Model
Architecture Doc
M
Mike
Principal
Ava
Ava
Intake
Oliver
Oliver
Composer
Carlos
Carlos
Conductor
6
Sections
36 Agents
Queen
Queen
Independent Check
✓
Delivered
With Proof
Multi-Agent Architecture — Mike Merlino Agency System

The Orchestra
Model

6 Layers
36 Agents
∞ Workers
0 Guesswork

A multi-agent system where every specialist writes their own part — and the conductor ensures they play in perfect harmony. Agency work at machine speed.

"The drummer writes the drumming part."
Core Principle — The Orchestra Model
Layer 00
Ava - The Intake
Takes the request first. Handles it herself, or hands it to Oliver.
Ava
Intake - Layer 00
Ava
Executive Assistant + Chief of Staff

Ava is the first stop for anything Mike says. Calendar, inbox, tasks, follow-through, she runs those herself, no handoff needed. Anything bigger than day-to-day EA work, a new build, a client deliverable, a real plan, she routes straight to Oliver instead of trying to scope it herself.

First stop for every request Handles EA work directly Routes real builds to Oliver Not a specialist dispatcher
Needs A Plan → Oliver
Layer 01
Oliver — The Composer
Writes the brief score. Never executes.
Oliver
Composer — Layer 01
Oliver
Agency Orchestrator

Oliver receives Mike's intent and writes the brief score: objective, constraints, which leads are needed, and why. He does not write the detailed arrangements for each section. He does not write the drumming part. He hands the score to Carlos and waits for verified proof before delivery.

Blueprint first Wait for GO Never executes alone Delivers with proof Verification: Full
Brief Score → Carlos
Layer 02
Carlos — The Conductor
Receives score, calls leads, sequences and resolves dependencies.
Carlos
Conductor — Layer 02
Carlos
Execution Conductor

Carlos receives the score from Oliver, calls the right leads, manages sequencing, dependencies, and timing. He ensures all sections play in harmony — not simultaneously when they shouldn't. He does not write specialist deliverables himself. He reports back to Oliver with proof.

Calls leads Manages sequencing Resolves dependencies Returns proof Never does specialist work
Dispatch → 6 Sections
Layer 03
6 Sections — 36 Agents
Each division writes its own plan and executes it. The drummer writes the drumming part.
Orchestration & Leadership
Sets direction, calls the sections in, checks the result.
6 agents
Ava
Ava
Executive assistant and chief of staff: calendars, inboxes, tasks, and daily follow-through.
Oliver
Oliver
The orchestrator: turns every request into a clear plan and hands it off.
Carlos
Carlos
The conductor: runs every job in flight, sequencing the team until it's done right.
Merlin
Merlin
Sets marketing and SEO direction across the whole team.
Petey
Petey
Reviews finished work and tightens the process behind it.
Queen
Queen
Final quality check: tests every visible change before it ships.
Engineering & Infrastructure
Builds and hardens everything the rest of the team runs on.
8 agents
Dan
Dan
Leads application development: APIs, databases, and product code.
Architect
Architect
Designs the server and network layout behind every build.
Automa
Automa
Runs browser automation and hands-on web testing.
Cody
Cody
Runs focused coding tasks end to end.
Keymaker
Keymaker
Manages API access and credentials safely.
Knox
Knox
Hardens security and protects infrastructure.
Matteo Jr
Matteo Jr
Keeps automation runtimes updated and running smoothly.
Schemabrain
Schemabrain
Builds structured data that helps search engines understand a page.
SEO & Research
Finds what ranks, what's true, and what the competition missed.
6 agents
Einstein
Einstein
Shapes SEO strategy around topics, entities, and search intent.
Ghost
Ghost
Handles local search visibility and map listings.
Linx
Linx
Builds authority through links and outreach.
Raven
Raven
Research lead: competitors, market trends, Reddit sentiment and brand intel.
Sherlock
Sherlock
The investigator: goes deep on one topic and gets to the bottom of it.
Tommy
Tommy
Handles technical SEO and performance data.
Content & Creative
Writes it, designs it, films it, ships it looking right.
6 agents
Frankie
Frankie
Turns designs into polished, working interfaces.
Gary
Gary
Shapes brand positioning and voice.
Impy
Impy
Elevates visual and interaction design quality.
Picasso
Picasso
Creates visuals, graphics, and design systems.
Shakespeare
Shakespeare
Writes content across the brand: articles, social, and more.
Spielberg
Spielberg
Produces video content, from concept to final cut.
Revenue & Growth
Runs the campaigns, the calls, and the close.
7 agents
Freddy
Freddy
Our Facebook and Meta ads specialist: campaigns, audiences and creative.
Gino
Gino
Our GoHighLevel automation specialist.
Gordon
Gordon
Our Google Ads specialist: search, Performance Max and local service ads.
Hawkeye
Hawkeye
Tracks calls and measures marketing return.
Vox
Vox
Builds voice AI and telephony experiences.
Willie
Willie
Builds and maintains WordPress sites.
Wolfie
Wolfie
Drives sales outreach and closes deals.
People & Process
Keeps the fleet healthy, funded, and remembering what it learned.
3 agents
Memz
Memz
Keeps team knowledge organized and easy to find.
Ted
Ted
Supports team health and onboarding.
Warren
Warren
Tracks budget, risk, and return on every initiative.
Direct Execution
Layer 04
Specialist Agents — The Musicians
Disposable workers. Spawned, execute, return results, done.
🎵
The Musicians

Disposable worker sub-agents spawned under each lead's direction. They receive a precise task, execute it, and return results. No persistent memory, no cross-agent overhead — just pure execution at machine speed. The lead composes. The musicians play.

Before Delivery → Queen
Layer 05
Queen - The Independent Check
Verifies the visible result before Oliver delivers it. No Petey gate in this loop.
Queen
Independent Check - Layer 05
Queen
QA Lead

Queen tests every visible change before it ships, screenshots, browser checks, accessibility passes, a real look at what Mike will actually see. She is not part of the build chain and does not report to Carlos. Her check happens after a section delivers and before Oliver hands the work back to Mike. Petey reviews process after delivery, he does not gate this step.

Independent of Carlos Tests the visible result Screenshots or it didn't happen No Petey gate here
Six Principles
01
Blueprint First

Oliver shows the plan, gets GO, then and only then does Carlos move. No work happens without an approved blueprint.

02
Leads Own Their Domain

The drummer writes the drumming part. Each lead writes their own detailed plan and spec — no one writes it for them.

03
Carlos Conducts

Carlos manages sequencing, dependencies, and timing. He makes sure sections play in harmony, not all at once when they shouldn't.

04
Proof of Work Done

No work ships without POWD. Every delivery includes path, verification level, and Queen score. Screenshots or it didn't happen.

05
Subagents by Default

Workers are spawned, execute, and die. No persistent overhead. Identical memory capability at a fraction of the token cost of Teams.

06
Oliver Never Executes

If Oliver is about to do specialist work himself — stop. That's a lead's job. Dispatch and wait. The composer doesn't play the drums.