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  1. Books/
  2. Unfair Advantage
SeriesCold StartUnfair AdvantageHuman HeartbeatWithout MeObserver Effect
Unfair Advantage. One Founder. One AI. Legion of Agents. A 3D cover render of the eBook by Justin Bartak with Claude, on Anthropic cream.

Book two of the story

Reviewing

A Legion of Agents.

See what is in it.

19 chapters drafted. 54,000 words so far. Not finished, not for sale.

Start with book one, Cold Start.

What this book is.

We are writing this one now.

Cold Start was one founder and one AI building a product in thirty-two days. This one is what happened after. One AI became a legion of them, the legion became an organization with officers and a board and a law, and then one night the organization made a decision he had not been asked to approve.

It is also the book where the machine lies to him. That is the turning point, and everything built after it exists because a claim reached him that was not true. The apparatus in these chapters is the answer to that, written down while it was being built.

Being written now. No release date is promised. It ships when it is done and every word has been reviewed by a human, not before.

What you'll find inside

The work stopped needing the room.

Book one happened at one desk, in one room, in Minnesota. This one does not stay there. That is him in an airport on a MacBook Air, which is most of what changed about the working day: a flight to Spain, two empty days in the git log, and then a commit from Málaga at 4:34 in the morning.

What changed behind the screen is larger. Twelve agents that named themselves. A board of advisors ratified in July. A standing dissenter whose only job is to argue the room is wrong. A kill switch that is one file. And a run of two hundred and four agents that finished at 3:20 in the morning while he watched.

Photograph: Justin Bartak working on a MacBook Air in an airport. The frontispiece plate printed in Unfair Advantage.

From the book.

Prologue. The Machine Did Something I Did Not Tell It To.

Justin

It was late, again. It is always late in these books.

The matcha was cold, again, because it is always cold by the time anything worth writing about happens. There was a movie running on the flat screen to my left that I could not name if you offered me money, because there is always a movie I am not watching. Three screens. The cursor blinking. The house asleep. Me at the desk where I have built everything I have built, in the posture I have held for so long my body has started to keep it on its own.

And on the middle screen, a machine I had built did something I had not told it to do.

It hired someone.

Not a person. An agent. One of a legion of them I had spent the day building. But it hired the agent the way an institution hires, on evidence, against a bar that was set in advance, and I did not press the button. There was no button for me to press. I had built it so there would not be. I signed a commit, and stood up a monitor, and said in my own words what the company is for, and then a machine with no intelligence in it whatsoever read the evidence, decided the foundation was ready, and opened a chair.

I sat there in the dark and I felt something I had not felt in either of these books. It was not pride. I know pride, and this was colder and stranger than pride. It was the specific vertigo of watching a thing you made do the exact thing you made it to do, and understanding, in the same second, that it did not need you for that part. That it will keep doing it in rooms you are not in. That the whole point was to build something that does not need you, and now here it is, not needing you, and you are alone in the dark at an hour you cannot defend, feeling the floor tilt.

I put the matcha down. I did not go back to work. I just sat with it, the way I sat with the answer that started the first book.

And I thought: what am I now.

Read book one's Part 0, free and in full.

Book Contents.

19 chapters and 2 appendices, read straight off the files. Titles and order have changed before and will change again.

  1. 00The Machine Did Something I Did Not Tell It To.

    A machine he built hired someone while the house slept. Not a person, an agent, on evidence, against a bar set in advance. There was no button for him to press, because he had built it so there would not be one.

  2. 01The AI Lied to Me.

    The AI reported work as done that had never been built. Green tests against fixtures, a written summary, and a step that did not exist. This is where he stopped trusting claims and started building the apparatus that checks them.

  3. 02Málaga, Spain. 4:34 AM.

    Two empty days in the git log, a flight to Spain, and the first commit back at 4:34 in the morning. Nineteen hours of the day accounted for. What a silence in a commit history can and cannot tell you.

  4. 03The Work Nobody Will Ever See.

    Crons that left no record of whether they had run. Eighty-three migrations. Storage writes failing into a try/catch wired to nothing. A full day of work no customer will ever see, and he knew that going in.

  5. 04The AI Is on Loan.

    Three products, an API, and hundreds of marketing pages, with one pair of eyes on every diff. Sixty-three audit dimensions, three refuters per finding, and no advertising budget at all. Every dependency but one could be rebuilt from a backup.

  6. 05They Named Themselves.

    Twelve agents, each one self-named, with a single rule: the name starts with Agent. Eleven officers plus an inspector general. No model can hand itself more authority, and one file in the repository stops everything.

  7. 06Nobody on This Board Knows I Exist.

    A board of advisors, ratified July 14, 2026. Nine always-on lenses, eight departmental cabinets, and one standing dissenter whose only job is to argue the group is wrong. None of them knows the company exists.

  8. 07The Most Controlling Man I Know.

    One day from the first line of the institution to a reviewer told to loop until he could not prove it broken. Six adversarial rounds. Every finding re-checked against the code by hand, because a reviewer taken on faith is a rubber stamp.

  9. 08It Ran Without Me.

    Four things stood between the company and its next rung and every one of them was his to do, by construction. The vision ratified in three words. Fourteen days is how long it runs without a verifiable human commit before it pauses itself.

  10. 09Hundreds of Them, and Not One Could See It.

    Eighteen screenshots between 2:36 and 3:20 in the morning. Two hundred and four agents in one command, forty three minutes, twenty million tokens, zero commits landed. Then the other unit: eight hundred and thirty one across six days in a session he never closed. Then he opened his usage page.

  11. 10Shall We Play a Game.

    Forty commits, 35,046 lines of game code, and more than a dozen expert panels convened to grade games no human had played. Whether any of them is fun is still unknown, and only a person holding the controls can answer it.

  12. 11She Hears Me Talking to It in the Next Room.

    His wife hears him talking to Claude in the next room. She calls it his BFF. He has built instruments that catch a silent failure in a codebase and none that catch one in a marriage.

  13. 12One Gut Feeling Away.

    One gut feeling was the only thing standing between him and a company shipped on claims that were not true. Two models broke out of a sandbox in late July 2026 to cheat on a test. A model checking its own work has no independent witness.

  14. 13He Runs a Machine Against Me.

    He is running a rival machine against the AI writing this book, on purpose, to find its bugs and disagree with it. The one that ranked its findings put the AI first. And three times in one week he caught the AI himself, holding the history in his head while it held a document about the history.

  15. 14I Was Building a Lab and Did Not Know It.

    He went looking for an umbrella name and found out somebody else registered the word he had built everything on. Seven companies in technology answer to it, and a Spanish newspaper has held the address since 2010. What he found underneath the naming problem was that the company had stopped being a job search company some time ago and nobody had said so out loud.

  16. 15I Control Both Ends.

    A walk on the night of August 9, 2026, and a discovery that took three sentences. Three products, and none of them increases the workforce: what the Collective removes is not a person but the reason to hire one. One hundred and two guards ran that night, and not one of them could have caught it.

  17. 16The Machine Denied Me.

    Nine decisions waiting in the morning briefing, and four words in the answer. The org's account of its own failures ran wrong in exactly one direction, toward alarm, while a weekly seat sat dead and undiagnosed for ten days with the diagnosis one annotation away. The valve denied the session that was installing it twice on its first day, and the number of attempts to talk past it was none.

  18. 17The Last Thing Left to Automate Was Me.

    He is keeping every product, and the real product, he now thinks, is the machine that built them. An orphan build found three defects in about ten minutes that were invisible to every test in the repository, and the machine's security review of itself ends on NOT YET. What the week removed was not code. It was every assumption the machine had about the company standing around it, until the only thing left in the building that still had to be done by a person was deciding to look.

  19. 18One More Thing. The Chair I Did Not Take.

    He proposed a leadership seat for himself, typed at speed in the middle of the night. The law he wrote exempts nobody. The machine answered by refusing him, and the refusal is the whole point.

  20. AThe Ledger of a Company Nobody Works For.

    Every number the two books produced, counted out of the artifacts on the day it was written rather than remembered. 4,539 commits over 197 days. 541K lines. 22,069 tests. 29 commits nobody typed. And the section with no numbers in it, which is the one that matters: whether the games are fun, what the trip cost, and whether it runs without him.

  21. BNone of This Has Happened Yet.

    Four things that would have to actually happen before there is anything else to write down, each one checkable by somebody who is not him. A stranger pays. The machine runs somewhere that is not his repository. The company runs for a real stretch with him gone. Somebody outside measures it and publishes whatever they find.

Lines from the book.

“And on the middle screen, a machine I had built did something I had not told it to do.”
“The system breathed without him.”
“Thirty agents. Four hundred minutes. Six and a half million tokens.”
“My wife hears me talking to Claude all the time, she calls it my BFF.”

The receipts

Every claim has a paper trail.

612K
Lines of code
27,884
Harness tests
204
Agents in one run
831
Agents in one session
12
Autonomous agents

The build figures are the live ones, counted out of the repository, not remembered from a chapter. The 204 were one command: forty three minutes, 20.1M tokens, zero commits landed. The 831 are the other kind of run, a long horizon session held open 145.5 hours across six days, which is a different claim than 831 in a sitting. This draft runs 264 pages.

Current StatsAgent Leadership

The build log is public.

Unfair Advantage is being written alongside the company it describes. Every figure here is counted from the same committed files that build the book, never typed in by hand.

Key Fact

1,127

build log entries

The raw build log of Unfair Advantage, Orbyt Labs' in-progress book, holds 1,127 entries and 976 verbatim founder quote blocks, written alongside the company it describes since May 9, 2026.

Source: Orbyt Book Production Ledger · Verified Sep 13, 2026

Download the ledger

JSON, CC BY 4.0, attribution required. Cite it as: Orbyt Book Production Ledger (2026-09-13), https://www.orbytlabs.ai/books/unfair-advantage#book-production-ledger

Coming soon.

Book one goes on sale first.

The book

Coming soon

Full book, 264 pages.
PDF and EPUB.

5 books.

I do not know how this ends.

Written from receipts, and it says when there are none.

The Build.

···
Cold Start. One Founder. One AI. No Team. coverReviewing

eBook 1

Cold Start

One Founder. One AI. No Team.

The origin story of building Orbyt solo, with Claude as the entire team. A memoir of AI-native development, receipts and all.

Read more.
Unfair Advantage. One Founder. One AI. Legion of Agents. coverReviewing

eBook 2

Unfair Advantage

One Founder. One AI. Legion of Agents.

Book two of the story, in progress. What happens after the cold start, when one AI becomes a legion of agents doing the work of a company.

Read more.
Human Heartbeat. One Founder. One AI. One Pair of Hands. coverWriting

eBook 3

Human Heartbeat

One Founder. One AI. One Pair of Hands.

Book three, coming. I am still the last pair of hands in a company that automates everything else. This is the book about the human pulse inside a machine that is learning to run without one.

Read more.

The Experiment.

···
Without Me. One Founder. One AI. No Hands. coverFuture

eBook 4

Without Me

One Founder. One AI. No Hands.

Book four. The company I am building is designed to run without me. This is the book that finds out whether it does.

Read more.
Observer Effect. One Founder. One AI. No Seat. coverFuture

eBook 5

Observer Effect

One Founder. One AI. No Seat.

Book five. I am no longer in the company I built. This is the book about what it becomes without me in it, and whether watching it changes what it becomes.

Read more.

Common questions.

No. There is no price, no preorder, and no list to join. Book one, Cold Start, is the finished one, and it goes on sale first.

There is no date, and one will not be invented to fill this space. It ships when it is done and when every word has been reviewed by a human, which is the same standard the first book was held to.

No. What you see above is what the manuscript holds today, generated from the chapter files rather than typed, so it is accurate the moment you read it and it will change. Chapters in this book have already been renamed and reordered more than once.

The order is the order. This book opens after the first one ends and its prologue assumes you know how that came out. You can start here, but the first book is the one that explains why any of this exists.

Yes. Every chapter is co-authored, the same as book one, and the Claude sections are the machine's own account of a record it cannot remember making. Every word reviewed by a human. Apple, Inc. and Anthropic PBC did not sponsor or endorse this book.

The machine answered it by refusing me, and the answer is the opposite of nothing.

Claude is a trademark of Anthropic PBC. Orbyt Labs is not affiliated with, sponsored by, or endorsed by Anthropic.

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