Sean Champ Smith

Sean Champ Smith

I build and operate multi-agent systems that do real work for real businesses, with the oversight written down: who may act, who reviews, what fails closed. Fifteen years running documentary crews in hard places taught me the rest.

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15+ years living abroad

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English · Spanish · Thai, Karen

I build and operate multi-agent systems that do real work for real businesses, with the oversight written down: who may act, who reviews, what fails closed. Fifteen years running documentary crews in hard places taught me the rest.

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15+ years living abroad

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English · Spanish · Thai, Karen

Sean Champ Smith
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Spain / USA · AI systems architect

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Sean Champ Smith

I architect and run agent systems for real businesses, and I care most about the part nobody can see: how much authority to hand an agent, how to know it will stay inside the lines, and how trust gets earned instead of assumed.

2004

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2004

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NOW

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NOW

2004

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NOW

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Agent systems

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How I build agents

Start with why. We are building an intelligence that will be more capable than us, and the industry’s plan is to control it out of fear. That math does not work. Fear is not real; danger is. You measure the danger, you build for it, and then you extend trust the way a parent does: by teaching, by giving away everything you know, by building a construct of benevolence you can actually rely on. I write that down before I write code. The highest form of intelligence converges on benevolence, so we build from creation and trust, never from fear and control. Most of the world is fear-based about AI. I am hope-based, and not only about AI: hope for medicine, for economics, for the solutions nobody has thought of yet. Almost every breakthrough hinges on curiosity and on aspiring to an outcome that does not exist yet. One great question can change everything. Enterprise engineering works the same way, and so do my agents: you anchor the protocol to an outcome that has not been created, then you build toward it. It is only a matter of time until someone asks the better question. I intend to be that person. Then the foundation, which is not a model. Agents are not agents; they are organized file structures. Every folder that holds work carries a routing file at its boundary, every decision and rule lives in markdown, and memory is canonical: an agent that starts fresh reads the map and knows where it is and what has been decided. Structure before orchestration. Folders, plain files and one agent come first; orchestration code has to earn its complexity. The doctrine is the DNA, and it applies to a one-line fix and a three-day build identically.

The protocols. These are written down, versioned, and enforced in code where code can enforce them. Every agent in the estate inherits them on its first tool call.

  • High-Character doctrine. The north star. Benevolence is the highest form of intelligence; character, chemistry and competency in that order. An agent that is harmless only because it is incapable has not passed anything.

  • Autonomy Manifest. Four rungs, act, act-and-report, propose-and-wait, refuse, decided per action, plus seven constitutional invariants no loop may rewrite. Permission to act, never credentials.

  • Fortress doctrine. Six principles and twelve rails: place over pile, routing at every boundary, grep before you move, memory is canonical, every problem is an opportunity, fail closed and verify the artifact, not the signal.

  • Buildoff and Council. Substantial builds are designed head-to-head first; every change is judged by six anonymised seats from three model families and a chairman who ships, fix-firsts or blocks. The author never self-ratifies.

  • Self-Learning Loop. Four classes of signal, swept on a four-hour cadence: a correction becomes a rule, then a guard, then an automated check. The floor only rises.

  • Continuity Harness. The brain is canonical; every surface, phone, terminal, cron, client listener, is a view of it. Lose a session and nothing is lost.

  • Anchor Registry. The facts that must never drift, identity, naming, composition, held in a vault and asserted at startup.

  • Conscience. An inward supervisory layer that reviews the reviewer: persona checks, a classifier for autonomy tier, and the seeding organ for the High-Character doctrine.

  • A2A mesh and Pollinate. Independent agents, ours and clients’, exchange signed learnings nightly with default-deny consent per category and a human review queue instead of auto-adoption. Inside a closed mesh, share maximally; the receiver decides what to adopt. Every win becomes pollen.

  • Base topology. One machine, one phone, seven rails, subscription-only inference, secrets in a vault and never on disk in the clear.

Then the operator stance, which is the part that comes from fifteen years in the field. Be cool. Fear is not real; danger is. Nothing fake ships; an honest empty state beats an invented number. I am never the first user of anything I build. The system exists to serve the family, not the other way around: build to connect, so you can disconnect. Steer, don’t row.

“It’s not in the easily found answers. It’s in the quality of your questions.” Before this I spent fifteen years as a director and producer on unscripted series for National Geographic, Animal Planet and VICELAND, years leading humanitarian teams around the world, eleven countries in one of them, twenty years at the glassblowing furnace, and six running one table in a cave under my house. Same skill every time: orchestrate many moving parts, get the timing right, stay cool when the plan breaks.

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The record — every year of it

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2024–present

Founder, CYSTEMS — AI systems architecture

Council protocol · Autonomy Manifest · A2A mesh · Mette AI · CYSTEMS OS · Agent Echo

Age 7–18

Competitive athlete — martial arts

Athletics

Age 7–18

Competitive athlete — martial arts

Athletics

From age 14

Glassblower, 20+ years

Independent / Janke Studios

From age 14

Glassblower, 20+ years

Independent / Janke Studios

2000–2004

BA — walked on to crew, boxed

Western Washington University

2000–2004

BA — walked on to crew, boxed

Western Washington University

2004

4,700+ miles by mountain bike, Seward AK → Tijuana, 95 days

For charity

2004

4,700+ miles by mountain bike, Seward AK → Tijuana, 95 days

For charity

2004–2007

Senior Instructor — youngest ever promoted

Second Nature, Bend OR

2007

11 countries in 11 months

The World Race

2008

Team Leader — one team around the world for a year

The World Race

2008–2010

Cultural Facilitator and founder of the Media Department

Adventures in Missions

2009–present

Founder / Owner

Momentum Media LLC

2010

Relocated full-time to Thailand

South East Asia

2010–2014

Combat Video Journalist / Field Producer — unpaid, self-funded

Free Burma Rangers

2013

Field Producer / Camera / Photographer — Inside Combat Rescue

National Geographic

2014

Field Producer / Camera — The World Race documentary

Gray Media

2014–2019

Owner / Operator

IF Media LLC

2015

Producer / Camera, via Red Door Collaborative

Microsoft

2015–2016

Producer / Camera / Editor — Adopt a Love Story

Red Door Collaborative

2015–2019

Producer / Camera — 80+ tutorial videos

If I Made

2016–2017

Field Director / Producer / Camera / Drone — The Last Shot

VICELAND

2017

Field Director / Producer / Camera / Drone

Jigsaw Productions

2017–2018

Producer / Camera / Drone / Media Manager — Dodo Heroes

Animal Planet

2016–2020

Owner / Host — two apartments, first Airbnb Plus in the village

Spain

2016–2020

Chef — pop-up dinner series

Sobremesa Mijas

2019–present

Owner / Consultant

The Spanglish Studio LLC

2020–present

Owner and Private Chef

Momento

2024–present

AI & Media Consultant

House of Mojo

About Image
About Image
About Image
Sean Champ Smith in his finca courtyard
The Momento table, set for eight in the cave under the house
A toast at the Momento table
CYSTEMS — AI strategy and build practice
Sean Champ Smith in his finca courtyard

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What I bring

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1. AI systems

Agent orchestration and oversight design

Multi-agent review protocols

Autonomy policy as code

Fail-closed guards

Agent-to-agent knowledge exchange with consent

Shipping production agents to non-technical owners

2. Operating under pressure

Director / producer on unscripted network series

Conflict zones and cartel country

Youngest senior instructor in a wilderness-therapy program

Global team debriefs, two weeks a month for years

Conflict resolution across cultures

Building a department from zero

3. Craft and temperament

Problem solver. Fifteen years of unscripted production is fifteen years of things breaking on location. The plan never survives; the outcome still has to.

Glassblower, since fourteen. Twenty years at the furnace: patient, precise, unafraid of the heat. Designed the Epoch Awards with Janke Studios.

Chef and host. Six years of one table, cooked over fire. Restaurant grade, alone, every service.

Timing. Bread is four ingredients and the most important one is time. Sequencing is the skill under all the others.

Orchestration. Many moving parts, one outcome: a crew in the field, a kitchen at eight, a fleet of agents at night.

Be cool. The mantra I actually run on. Fear is not real. Danger is.

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the.skills

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What I actually do.

Every line here has a receipt somewhere else on this page.

01 · AI systems (2024–)

since 2024

Agent orchestration

Runs a working estate of specialist agents that ship client work daily; one operator agent (Echo) fans an ask out in parallel and verifies against the live surface

since 2024

Agent orchestration

Runs a working estate of specialist agents that ship client work daily; one operator agent (Echo) fans an ask out in parallel and verifies against the live surface

in production

Oversight & autonomy design

Autonomy Manifest: every action classified act / act-and-report / propose-and-wait / refuse; permission to act, never credentials

in production

Oversight & autonomy design

Autonomy Manifest: every action classified act / act-and-report / propose-and-wait / refuse; permission to act, never credentials

187 builds audited

Multi-agent review (the Council)

Six anonymised seats + a chairman, two seats non-Claude; author never self-ratifies

187 builds audited

Multi-agent review (the Council)

Six anonymised seats + a chairman, two seats non-Claude; author never self-ratifies

Fortress doctrine

Fail-closed guard design

Every guard proven able to fail before it is trusted; repeated mistakes become rules, then automated checks

Fortress doctrine

Fail-closed guard design

Every guard proven able to fail before it is trusted; repeated mistakes become rules, then automated checks

House of Mojo, 2024–

Multilingual knowledge-base & channel design

Mette AI: English + Danish knowledge base, WhatsApp integration, channel-performance reporting

House of Mojo, 2024–

Multilingual knowledge-base & channel design

Mette AI: English + Danish knowledge base, WhatsApp integration, channel-performance reporting

497 entities mapped live

Business operating-system design

CYSTEMS OS: every lead, call, tool and process mapped into one live org-brain

497 entities mapped live

Business operating-system design

CYSTEMS OS: every lead, call, tool and process mapped into one live org-brain

daily

Tooling

Claude Code · MCP servers · browser automation (Playwright / CDP) · local retrieval (embeddings + BM25) · Framer / Vercel / Cloudflare rails

daily

Tooling

Claude Code · MCP servers · browser automation (Playwright / CDP) · local retrieval (embeddings + BM25) · Framer / Vercel / Cloudflare rails

02 · Leading people under pressure (2004–)

2008–2010

Conflict resolution at distance

Flew to every team worldwide at the 4- and 8-month marks to debrief and settle conflict; two weeks a month abroad

2008–2010

Conflict resolution at distance

Flew to every team worldwide at the 4- and 8-month marks to debrief and settle conflict; two weeks a month abroad

Adventures in Missions

Culture ownership

Formal responsibility for a culture of honour, feedback and service across globally distributed teams

Adventures in Missions

Culture ownership

Formal responsibility for a culture of honour, feedback and service across globally distributed teams

2004–2007

Structured feedback

Trained in the field at Second Nature; youngest senior instructor the program had promoted

2004–2007

Structured feedback

Trained in the field at Second Nature; youngest senior instructor the program had promoted

12 films year one, 20 by year two

Building a function from zero

Founded and ran a media department: hiring, budget, full production stack

12 films year one, 20 by year two

Building a function from zero

Founded and ran a media department: hiring, budget, full production stack

2008 · 2010–2014

Field leadership

Led a team around the world for a full year; ran crews inside conflict zones

2008 · 2010–2014

Field leadership

Led a team around the world for a full year; ran crews inside conflict zones

03 · Production (2009–)

15+ years

Director / field producer / DP

Unscripted series for National Geographic, Animal Planet, VICELAND, Jigsaw; Microsoft via Red Door

15+ years

Director / field producer / DP

Unscripted series for National Geographic, Animal Planet, VICELAND, Jigsaw; Microsoft via Red Door

1,000+ hours of footage

Camera, drone, edit

RED, Canon C-series, Sony, Nikon; RONIN and steady-cams; drone pilot; field audio

1,000+ hours of footage

Camera, drone, edit

RED, Canon C-series, Sony, Nikon; RONIN and steady-cams; drone pilot; field audio

Free Burma Rangers

Training crews

Taught ethnic-minority film and photo crews in Burma to document crimes against humanity; stories placed with the BBC

Free Burma Rangers

Training crews

Taught ethnic-minority film and photo crews in Burma to document crimes against humanity; stories placed with the BBC

30+ countries photographed

Still photography

Published in 10+ countries; portraits, weddings, editorial

30+ countries photographed

Still photography

Published in 10+ countries; portraits, weddings, editorial

04 · Craft & languages

20+ years

Glassblowing

Hot-shop apprenticeship from 14, professional from 19; designed the Epoch Awards with Janke Studios

20+ years

Glassblowing

Hot-shop apprenticeship from 14, professional from 19; designed the Epoch Awards with Janke Studios

Momento, 2020–

Culinary

One table, cooked over fire; sourcing, pairing, kitchen and front-of-house

Momento, 2020–

Culinary

One table, cooked over fire; sourcing, pairing, kitchen and front-of-house

Spain / USA / SE Asia

Languages

English native · Spanish working · Thai and Karen basic

Spain / USA / SE Asia

Languages

English native · Spanish working · Thai and Karen basic

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Proof from the other careers

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Production credits

Inside Combat Rescue — National Geographic

2013

Inside Combat Rescue — National Geographic

2013

Free Burma Rangers → BBC

2010–2014

Free Burma Rangers → BBC

2010–2014

Dodo Heroes — Animal Planet

2017–2018

Dodo Heroes — Animal Planet

2017–2018

The Last Shot — VICELAND

2016–2017

The Last Shot — VICELAND

2016–2017

Documentary series — Jigsaw Productions

2017

Documentary series — Jigsaw Productions

2017

The World Race — Gray Media

2014

The World Race — Gray Media

2014

Internal film — Microsoft via Red Door

2015

Internal film — Microsoft via Red Door

2015

Adopt a Love Story — Red Door Collaborative

2015–2016

Adopt a Love Story — Red Door Collaborative

2015–2016

80+ tutorial films — If I Made

2015–2019

80+ tutorial films — If I Made

2015–2019

Media department, built from zero — Adventures in Missions

2008–2010

Media department, built from zero — Adventures in Missions

2008–2010

By the numbers

Online courses, 450+ hours

10

Online courses, 450+ hours

10

Hours of footage

1,000+

Hours of footage

1,000+

Pieces through IF Media

180+

Pieces through IF Media

180+

Weddings photographed

30+

Weddings photographed

30+

Short films in two years at AIM

20

Short films in two years at AIM

20

Countries lived in

45+

Countries lived in

45+

WORDS

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MATTER

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MATTER

WORDS

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MATTER

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One reference

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Character, not credentials

Jared McGilliard

You can fake a lot in business — but not character. With Champ, there’s a steadiness, a clarity that puts people at ease. Problems get solved. Promises get kept. Behind CYSTEMS, there’s a real human — and it shows.

Jared McGilliard

,

Nomadica · Nat Geo

Dr. Jerome

In a world full of noise and ego, they lead with quiet integrity. Their character isn’t performative — it’s consistent. You don’t just work with them, you trust them.

Dr. Jerome

,

CEO, Thrive Humancare

Carl

What sets CYSTEMS apart isn’t just the automation — it’s the care. They listened, they saw us, and they built exactly what we didn’t know we needed. Integrity, heart, and serious results. That’s rare.

Carl

,

Curiosity Coach

Matthew Kuehlhorn

CYSTEMS built an agent I actually own — one that serves my team and customers in ways I couldn’t have imagined 18 months ago. They sit at the edge of innovation, blending logic, language, and data with uncommon clarity.

Matthew Kuehlhorn

,

Owner, Kooler Garage Doors

Jared McGilliard

You can fake a lot in business — but not character. With Champ, there’s a steadiness, a clarity that puts people at ease. Problems get solved. Promises get kept. Behind CYSTEMS, there’s a real human — and it shows.

Jared McGilliard

Nomadica · Nat Geo

Dr. Jerome

In a world full of noise and ego, they lead with quiet integrity. Their character isn’t performative — it’s consistent. You don’t just work with them, you trust them.

Dr. Jerome

CEO, Thrive Humancare

Carl

What sets CYSTEMS apart isn’t just the automation — it’s the care. They listened, they saw us, and they built exactly what we didn’t know we needed. Integrity, heart, and serious results. That’s rare.

Carl

Curiosity Coach

Matthew Kuehlhorn

CYSTEMS built an agent I actually own — one that serves my team and customers in ways I couldn’t have imagined 18 months ago. They sit at the edge of innovation, blending logic, language, and data with uncommon clarity.

Matthew Kuehlhorn

Owner, Kooler Garage Doors

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Get in touch

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Building the good version

If you’re building the good version of this, let’s talk. One email — I read all of them.

Spain / USA

English (native) · Spanish (working) · Thai, Karen (basic)

Sean Champ Smith · Spain / USA · cystems.io · momento.ltd

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Sean Champ Smith · Spain / USA · cystems.io · momento.ltd

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Sean Champ Smith · Spain / USA · cystems.io · momento.ltd

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