Skip to main content
Orbyt
Products
Products
Orbyt Jobs
The job search CRM. Free forever.
Orbyt Intelligence
AI compensation data, and the API behind it.
Orbyt One
One account. Every Orbyt product.
By your situation
Job Search Tracks
15 tracks for your exact moment
For Recruiters
Hiring and comp benchmarking
Start without a card
Playground
Run a live query
MCP server
Three steps into Claude Code
API docs
Endpoints, auth, and limits
What one account means
One login for Jobs and Intelligence.
One bill, one payment method.
One profile that follows you.
Developers
Build
Developer Hub
Start here
Orbyt API
The platform API
Jobs API Docs
23 endpoints, MCP native
Intelligence API
20 endpoints, Decision-Ready
Try
MCP Server
Wired into Claude Code in three steps
Playground
Engine response shapes with cURL
Try It Live
One call, one real response
Webhooks
Events and delivery
Reference
Reference
The full index
Glossary
Every term, defined
Methodology
How the numbers are made
Status
Live service health
Resources
Learn
Interview Prep
Company-by-company question sets
AI Skills Lab
The skills that pay in 2026
Guides
Long-form career playbooks
Blog
What we are building, in the open
Tools and data
Free Tools
Calculators and generators, no signup
Salary Explorer
3,445 roles across 81 cities
Job Board
Curated AI-era roles
Compensation Reports
Free summary PDF
Data Catalog
Every role, city, and engine
Companies
54 leveling frameworks
International
The US, UK, and Canada
Help
Support
Help center and contact
Compare
Orbyt against the alternatives
Books
Start reading
All five books
The story in order
Read the opening
Free, no email required
The series
Book 1: Cold Start
Available now
Book 2: Unfair Advantage
Writing
Book 3: Human Heartbeat
Coming
Book 4: Without Me
Future
Book 5: Observer Effect
Future
Receipts
Building in Public
The numbers behind the books
Pricing
Company
Who we are
About
A family of AI products, and why they exist
Leadership
One human decides. AI agents advise.
Values
The principles behind every build decision
Creed
What we believe about the future of work
The story
Labs
The Skunkworks. iOS, Apple Watch, Vision Pro.
Press
Media kit, logos, and inquiries
Contact
Email the team
Log inBuy
Pricing
Products
Orbyt JobsThe job search CRM. Free forever.Job Search Tracks15 tracks for your exact momentFor RecruitersHiring and comp benchmarkingOrbyt IntelligenceAI compensation data, and the API behind it.PlaygroundRun a live queryMCP serverThree steps into Claude CodeAPI docsEndpoints, auth, and limitsOrbyt OneOne account. Every Orbyt product.
Developers
Build
Developer HubStart hereOrbyt APIThe platform APIJobs API Docs23 endpoints, MCP nativeIntelligence API20 endpoints, Decision-Ready
Try
MCP ServerWired into Claude Code in three stepsPlaygroundEngine response shapes with cURLTry It LiveOne call, one real responseWebhooksEvents and delivery
Reference
ReferenceThe full indexGlossaryEvery term, definedMethodologyHow the numbers are madeStatusLive service health
Resources
Learn
Interview PrepCompany-by-company question setsAI Skills LabThe skills that pay in 2026GuidesLong-form career playbooksBlogWhat we are building, in the open
Tools and data
Free ToolsCalculators and generators, no signupSalary Explorer3,445 roles across 81 citiesJob BoardCurated AI-era rolesCompensation ReportsFree summary PDFData CatalogEvery role, city, and engineCompanies54 leveling frameworksInternationalThe US, UK, and Canada
Help
SupportHelp center and contactCompareOrbyt against the alternatives
Calculators and tools
Salary CalculatorBase, bonus, equity in minutesTake-Home CalculatorAfter federal and state taxTotal Comp CalculatorFull compensation mathCompare OffersSide-by-side offer mathSkills ImpactWhat each skill adds to compSalary Projections 20305-year comp forecastsResume ScoreGrade your resume against any roleCover Letter GeneratorTailored AI letter, free PDFSalary WidgetEmbed salary data anywhereUnemployment CalculatorState-by-state benefits mathAI Skills AssessmentRate your AI-era readiness
Books
Start reading
All five booksThe story in orderRead the openingFree, no email required
The series
Book 1: Cold StartAvailable nowBook 2: Unfair AdvantageWritingBook 3: Human HeartbeatComingBook 4: Without MeFutureBook 5: Observer EffectFuture
Receipts
Building in PublicThe numbers behind the books
Company
Who we are
AboutA family of AI products, and why they existLeadershipOne human decides. AI agents advise.ValuesThe principles behind every build decisionCreedWhat we believe about the future of work
The story
LabsThe Skunkworks. iOS, Apple Watch, Vision Pro.PressMedia kit, logos, and inquiriesContactEmail the team
BuyAlready have an account? Log in
  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

Writing

A Legion of Agents.

See what is in it.

14 chapters drafted. 37,000 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.

14 chapters and one appendix, 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 Reviewer Who Held.

    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. 09Long Horizon Legion of 831 Agents.

    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. 13One More Thing. The Chair He 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.

  15. 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. 3,351 commits over 170 days. 481K lines. 16,086 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.

Lines from the book.

“And on the middle screen, a machine I had built did something I had not told it to do.”
“If the machine can run without me, what am I.”
“Read every one of them as a scar and not a hobby.”
“Nobody has played these but me. That is still true today.”

The receipts

Every claim has a paper trail.

496K
Lines of code
18,538
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 188 pages.

Current StatsAgent Leadership

Not for sale yet.

Book one is finished. It goes on sale first.

Book two

Being written

14 chapters drafted.
No date. No preorder.

See Cold Start.

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.

Look inside.$14.99. eBook.
Unfair Advantage. One Founder. One AI. Legion of Agents. coverWriting

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. coverComing

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 is not affiliated with, sponsored by, or endorsed by Anthropic.

Books

Explore The Orbyt Books

  • Explore The Orbyt Books
  • Cold Start
  • Unfair Advantage
  • Human Heartbeat
  • Without Me
  • Observer Effect

Get started

  • Sign Up
  • Sign In

More from Orbyt

  • Orbyt Jobs
  • Orbyt Intelligence
  • Orbyt One

Product

  • Orbyt Jobs
  • Orbyt Intelligence
  • Orbyt One
  • Orbyt Labs

Developers

  • Orbyt API
  • Intelligence API
  • Claude Desktop
  • ChatGPT
  • Zapier

Job Search

  • Career Changers
  • New Graduates
  • Recently Laid Off
  • Remote Workers
  • Executives
  • Replaced by AI

Guides

  • AI Skills Lab
  • AI & Tech Job Board
  • Compensation Reports

Free Tools

  • Resume Score
  • Cover Letter Generator
  • Interview Prep
  • Unemployment Calculator
  • AI Skills Assessment
  • Compare Offers

Reference

  • Job Search Glossary
  • Intelligence Glossary
  • Methodology

Salary Data

  • AI Salary Hubs
  • Salary Calculator
  • Take-Home Calculator
  • Total Comp Calculator

Compare

  • Orbyt vs Teal
  • Orbyt vs Huntr
  • Orbyt vs LinkedIn
  • Orbyt vs Levels.fyi
  • Orbyt vs Glassdoor

Account

  • Sign In
  • Sign Up

Company

  • About
  • Leadership
  • The Books
  • Support

Fun Stuff

  • Arcade Games
  • Ghost Job Detector
Product
  • Orbyt One
  • Orbyt Jobs
  • Orbyt Intelligence
  • Orbyt Labs
Developers
  • Orbyt API
  • Intelligence API
  • Claude Desktop
  • ChatGPT
  • Zapier
  • All developer docs →
Job Search
  • Career Changers
  • New Graduates
  • Recently Laid Off
  • Remote Workers
  • Executives
  • Replaced by AI
  • All job types →
Guides
  • AI Skills Lab
  • AI & Tech Job Board
  • Compensation Reports
  • All guides →
Free Tools
  • Resume Score
  • Cover Letter Generator
  • Interview Prep
  • Unemployment Calculator
  • AI Skills Assessment
  • Compare Offers
  • All free tools →
Reference
  • Job Search Glossary
  • Intelligence Glossary
  • Methodology
  • All references →
Salary Data
  • AI Salary Hubs
  • Salary Calculator
  • Take-Home Calculator
  • Total Comp Calculator
  • All salary data →
Compare
  • Orbyt vs Teal
  • Orbyt vs Huntr
  • Orbyt vs LinkedIn
  • Orbyt vs Levels.fyi
  • Orbyt vs Glassdoor
  • All comparisons →
Company
  • About
  • Leadership
  • The Books
  • Support
Fun Stuff
  • Arcade Games
  • Ghost Job Detector
Sign InSign Up
Orbyt™

© 2026 Purecraft LLC  All rights reserved.

Privacy·Terms·Security·Trademark·Accessibility·DPA·Refund·Status·Sitemap

Orbyt, the Orbyt logo, and the Orbyt product names (Orbyt Jobs, Orbyt Intelligence, Orbyt One, Orbyt Labs, Orbyt Arcade) are trademarks of Purecraft LLC. Product names, logos, and brands of others are the property of their respective owners. Orbyt is not affiliated with, sponsored by, or endorsed by any third party referenced on this site.